{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 华夫饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pywaffle import Waffle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Applications/anaconda3/lib/python3.7/site-packages/matplotlib/figure.py:2369: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  warnings.warn(\"This figure includes Axes that are not compatible \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Waffle size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = {'Democratic': 50, 'Republican':30, \"Libertarian\":7}\n",
    "fig = plt.figure(\n",
    "        figsize=(8,3),\n",
    "        values=data,\n",
    "        FigureClass=Waffle,\n",
    "        rows = 5,\n",
    "        colors=(\"#E22882\", \"#983D3D\", \"#DCB732\"),\n",
    "        legend = {'loc':'upper left',\n",
    "                 'bbox_to_anchor':(1,1)\n",
    "                 }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## exercise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_raw = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare data\n",
    "cm_class = plt.cm.Set3\n",
    "df_class = df_raw.groupby('class').size().reset_index(name='counts')\n",
    "labels_class = df_class['class'].tolist()\n",
    "colors_class = [cm_class(float(i/(df_class.shape[0]-1))) \n",
    "                for i in range(df_class.shape[0])]\n",
    "\n",
    "\n",
    "cm_cyl = plt.cm.Spectral\n",
    "df_cyl = df_raw.groupby('cyl').size().reset_index(name='counts')\n",
    "labels_cyl = df_cyl['cyl'].tolist()\n",
    "colors_cyl = [cm_cyl(float(i/(df_cyl.shape[0]-1))) \n",
    "                for i in range(df_cyl.shape[0])]\n",
    "\n",
    "cm_make = plt.cm.tab20b\n",
    "df_make = df_raw.groupby('manufacturer').size().reset_index(name='counts')\n",
    "labels_make = df_make['manufacturer'].tolist()\n",
    "colors_make = [cm_make(float(i/(df_make.shape[0]-1))) \n",
    "                for i in range(df_make.shape[0])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Applications/anaconda3/lib/python3.7/site-packages/matplotlib/figure.py:2369: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  warnings.warn(\"This figure includes Axes that are not compatible \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Waffle size 1152x1008 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw plot and decorate\n",
    "fig = plt.figure(\n",
    "    FigureClass=Waffle,\n",
    "    plots={ # 绘制多个图像\n",
    "        '311': #这里的数字表示，3行，1列，索引为1的图\n",
    "            {\n",
    "                'values':df_class['counts'], # 数据集\n",
    "                'labels':labels_class, # 标签\n",
    "                'legend':{'loc':'upper left', 'bbox_to_anchor':(1.05,1),\n",
    "                         'fontsize':12, 'title':'Class'},# legend set\n",
    "                'title':{'label':'Vehicles by Class', 'fontsize':18,\n",
    "                        'loc':'center'}, # title set\n",
    "                'colors':colors_class,\n",
    "            },\n",
    "        '312':\n",
    "            {\n",
    "                'values':df_cyl['counts'],\n",
    "                'labels':labels_cyl,\n",
    "                'legend':{'loc':'upper left', 'bbox_to_anchor':(1.05,1),\n",
    "                         'fontsize':12, 'title':'Cyl'},\n",
    "                'title':{'label':'Vehicles by Cyl', 'fontsize':18,\n",
    "                        'loc':'center'},\n",
    "                'colors':colors_cyl,\n",
    "            },\n",
    "        '313':\n",
    "            {\n",
    "                'values':df_make['counts'],\n",
    "                'labels':labels_make,\n",
    "                'legend':{'loc':'upper left', 'bbox_to_anchor':(1.05,1),\n",
    "                         'fontsize':12, 'title':'Make'},\n",
    "                'title':{'label':'Vehicles by Make', 'fontsize':18,\n",
    "                        'loc':'center'},\n",
    "                'colors':colors_make,\n",
    "            }\n",
    "    },\n",
    "    rows=9,\n",
    "    figsize=(16,14)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Applications/anaconda3/lib/python3.7/site-packages/matplotlib/figure.py:2369: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  warnings.warn(\"This figure includes Axes that are not compatible \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Waffle size 1152x1008 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw plot and decorate\n",
    "fig = plt.figure(\n",
    "    FigureClass=Waffle,\n",
    "    plots={ # 绘制多个图像\n",
    "        '311': #这里的数字表示，3行，1列，索引为1的图\n",
    "            {\n",
    "                'values':df_class['counts'], # 数据集\n",
    "                'labels':labels_class, # 标签\n",
    "                'legend':{'loc':'upper left', 'bbox_to_anchor':(1.05,1),\n",
    "                         'fontsize':12, 'title':'Class'},# legend set\n",
    "                'title':{'label':'Vehicles by Class', 'fontsize':18,\n",
    "                        'loc':'center'}, # title set\n",
    "                'colors':colors_class,\n",
    "            },\n",
    "        '312':\n",
    "            {\n",
    "                'values':df_cyl['counts'],\n",
    "                'labels':labels_cyl,\n",
    "                'legend':{'loc':'upper left', 'bbox_to_anchor':(1.05,1),\n",
    "                         'fontsize':12, 'title':'Cyl'},\n",
    "                'title':{'label':'Vehicles by Cyl', 'fontsize':18,\n",
    "                        'loc':'center'},\n",
    "                'colors':colors_cyl,\n",
    "            },\n",
    "        '313':\n",
    "            {\n",
    "                'values':df_make['counts'],\n",
    "                'labels':labels_make,\n",
    "                'legend':{'loc':'upper left', 'bbox_to_anchor':(1.05,1),\n",
    "                         'fontsize':12, 'title':'Make'},\n",
    "                'title':{'label':'Vehicles by Make', 'fontsize':18,\n",
    "                        'loc':'center'},\n",
    "                'colors':colors_make,\n",
    "            }\n",
    "    },\n",
    "    rows=9,\n",
    "    figsize=(16,14),\n",
    "    icons='car', # set icon \n",
    "    icon_size=25,\n",
    "    icon_legend=True, \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_raw = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_raw.groupby('class').size().reset_index(name='counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2seater</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>compact</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>midsize</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>minivan</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>pickup</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>subcompact</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>suv</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        class  counts\n",
       "0     2seater       5\n",
       "1     compact      47\n",
       "2     midsize      41\n",
       "3     minivan      11\n",
       "4      pickup      33\n",
       "5  subcompact      35\n",
       "6         suv      62"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,8),dpi=60)\n",
    "ax = fig.add_axes((0,0,1,1))\n",
    "\n",
    "# 在这里匿名函数，接收的x为百分比（小数）\n",
    "_,_,texts = ax.pie(df.counts, autopct=lambda x: f'{round(x,1)}%')\n",
    "for text in texts:\n",
    "    text.set(color='w',fontsize=14)\n",
    "ax.legend(df['class'],loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XQojw8Xltb9EueCOkCngHeBN40+7yb4/w4wthKglzIURY+by29cAEk8vYQiDYgXftLn+dyfUI0ackzIUQYeXz2sqAPLPraKcZWIIR7K/ZXf4NJtcjRNhJmAshwsbntSUBTYAyu5YubAJeAF6wu/yfmV2MEOEgYS6ECBuf1zYcY3OYWPExh4N9q9nFCBEqCXMhRNj4vLbpwCqz6wjRauBvwN/tLn8sfSARQsJcCBE+Pq/tHOBVs+voJR1YCvwJ+ItMnhOxQC60IoQIp3CvMTeDAuYAi4C9Pq/tSZ/XZvbsfCG6JGEuhAineAjz9jKB64H1Pq9tic9ru8zntaWYXZQQHUmYCyHCKd7CvL05wJ+B3T6v7Rc+r22U2QUJcZCcMxcihmgeRxKQ3cktE0jC+IBua/dnx78DNAJ1gVv9Mf5eCxwoXrizR5cq9XltXuCCkJ9gbNGBt4EngX/JxWCEmSTMhYgCmseRBziAEYHbwb8PB3I5HNppESzLD+wHSoEy4MnihTv/0dUdfF7bh8DsCNQWbTYCPwM0u8vvN7sYYT1yoRUhIkTzOIYB4wO3cUABh8M7kiHdXTZgUOAG8Pdu3Ceeh9m7Mg5jCP5en9f2MPAHu8vfZHJNwkIkzIUIM83jGMrh0G4f3llm1hUG+7pxzOA+ryK6jQSeBu7yeW2/AhbJ0jYRCTLMLkQvaB5HBjADmAXMDNwGdXmn2DWzeOHOFcf6ps9r6w9UR7CeWLAfeBz4td3lrzS7GBG/pGcuRA9oHkchRnAfDO9JHJ5YFu+C9cytOsTelVzgPuA2n9f2JLBQQl30BQlzIbqgeRzDgdMDt5OBgaYWZC4J89D1B24Hvuvz2h4AnrS7/M0m1yTiiAyzC9GO5nGkAfM5HOBjza0oalQWL9yZ09UBPq/tQro3SU7AVuAOu8svr5cIC+mZC8vTPI7xwBkY4X0SkGpuRVGpO5Pf7H1eRfwYCbzg89puBm61u/wfml2QiG0S5sKSNI9jOsbmJhcAo00uJxZ0J8xlmL3nZgJLfF7bS8Dtdpf/c7MLErFJwlxYhuZxzAAuAlyA0+RyYo2Eed/6BnCuz2tbBNxrd/nLzS5IxBYJcxHXNI9jEnAx8E1A9tIOna8bx0iY904ScANwmc9ruwNjjbpMahLdImEu4o7mcWQDlwLXAFNMLideSM88crKBp4ArfF6b2+7yf2J2QSL6SZiLuKF5HPMwAtxFdG6PGsskzCNvJrDG57U9AdwlO8mJrkiYi5imeRyDgCuAq4HjTC4nnnUZ5j6vLQFrr8HvK4nALcAFgV76m2YXJKKThLmISZrHcQpwHXAexrlG0beC9czzkPeTvuQE3vB5bX8GbrK7/BVmFySii/znEzFD8zgSMSaz3QpMNrkcqwkW5rLGPDIuB073eW032l3+F8wuRkQPCXMR9TSPoz/wXeAHGJcLFZHVCgRbKiXnyyNnEPA3n9d2AfBd2etdgIS5iGKB63/fBHyH2L98aCwrK164sy3IMRLmkXchcKLPa7vM7vJ/YHYxwlwS5iLqaB7HBOA2oBg5Hx4NZI159HIA7/q8tocwNptpNbsgYQ4JcxE1NI+jCONykd8ElMnliMNkWVp0SwDuBE71eW2X2F3+bWYXJCJPwlyYTvM4nMDdwLewzrXBY4mEeWyYCazzeW3fs7v8z5tdjIgsCXNhGs3jsGP0KK4Bkk0uRxybhHnsyAT+7PPazgCut7v81WYXJCJDwlxEnOZx5AK3A99DdmqLBRLmsedSYLbPa7vY7vKvNLsY0fckzEXEaB5HKsbEttuA/iaXI7pPrmUemwqA931e27V2l/8PZhcj+laC2QUIa9A8jm8AmzAmuEmQx5ZgW7mmIksHo1UK8JzPa3vc57VJ5y2OyQ9X9CnN4xgHPAGcYnYtImTBeuYyxB79bgQm+Ly2b9pd/v1mFyPCT8Jc9AnN48gC7sU4Ly6/Z7Et2DpzCfPY8BVglc9rO9/u8q83uxgRXvImK8JK8zgSgKuAh5CraMWDuuKFO2uDHCNhHjsKgGU+r+0Ku8v/D7OLEeEj58xF2Ggex1RgBfA7JMjjhcxkjz8ZwIs+r+1+n9cmmzPFCemZi17TPI5k4C7Ag/xOxRsJ8/ikMPZ4mBjY2z3Y6IuIctIzF72ieRwnAGuBnyBBHo8kzOPb+cA7Pq8tz+xCRO/Im68ISWDN+H3ALcgWrPFM1pjHvxnAEp/Xdrrd5d9hdjEiNNIzFz2meRyzgXUYm79IkMc36Zlbw3HAhz6vbbzZhYjQSM9cdJvmcaRjzFL/PvJB0CokzK1jGPCBz2s7x+7yLzW7GNEz8oYsukXzOCYBa4AfIL83VtKda5kP7vMqRKTkAG/5vLazzC5E9Iy8KYugNI/jeowlZ2PMrkVEXLCtXHMwtgwV8SMdeMXntV1udiGi+2SYXRyT5nFkA78HLjC7FmEa2crVmhKBP/q8tjy7y/+o2cWI4KRnLjqleRyzMCa5SZBblw6UBDlGwjx+KeARn9d2r9mFiOCkZy6OoHkcCmPzl/uR3w+r21+8cGdrkGMkzOPfXT6vrcXu8j9gdiHi2KRnLg7RPI5BwJvAz5AgF7LGXBx2v89r+5HZRYhjkzAXAGgexzRgNfBVs2sRUUOWpYn2Fvq8tpvMLkJ0TsJcoHkcFwFLgBFm1yKiioS56OhRn9d2ndlFiKPJUKqFBc6PPwjcYXYtIip1Z425hLn1POnz2prtLv8zZhciDpOeuUVpHkd/4BUkyMWxSc9cdEYB/+fz2r5ldiHiMAlzC9I8jlHAcuBcs2sRUU3CXBxLAvCsz2u7yOxChEHC3GI0j+MUYCUwzuxaRNQLtvtbIpAboVpE9LEBz/u8NukURAEJcwvRPI5rgDeAAWbXImJCsJ75IOQ9xOoSgb/5vLbpZhdidfIf0SI0j+Nu4HfIpEfRfcHCXNaYCzD2cn/V57U5zS7EyuSNPc5pHocN+C3wXbNrETGluXjhzoogx8j5cnHQEOA/Pq9tjt3lrzK7GCuSnnkc0zyOVOAlJMhFzwXbkx0kzMWRxgP/8HltSWYXYkUS5nFK8zgyMbZmPc/sWkRMkjXmIhSnAIvMLsKKJMzjUGCP9XeBeSaXImKXLEsTofq2z2u70+wirEbCPM5oHocD+ACYanYtIqZJmIveuN/ntV1idhFWImEeRzSPwwm8BxSZXYuIeRLmoree83ltMjoYIRLmcSLQI18M5JtciogPEuait5IBr89rG252IVYgYR4HNI9jOEaQF5hdi4gbci1zEQ4DgRdkhnvfkzCPcZrHMQxjsttIk0sR8SXYVq79gIwI1SJi22zgYbOLiHcS5jFM8ziGYvTIR5ldi4g7wXrmMsQueuImn9fmMruIeCZhHqM0j8OOEeSjza5FxKVg68wlzEVPPevz2mRybh+RMI9BmscxBHgHmbUu+kZV8cKdjUGOkTAXPdUfY4e4dLMLiUcS5jFG8ziyMHZ2G2N2LSJuyUx20VcmAE+bXUQ8kjCPIZrHkQy8DEwyuxYR1yTMRV+63Oe1yfUiwkzCPEZoHocC/gQsMLsWEfdkWZroa0/4vLZpZhcRTyTMY8evgIvMLkJYgvTMRV9LAf7q89rSzC4kXkiYxwDN47gFuNnsOoRlSJiLSDgOeNDsIuKFhHmU0zyOi4Bfml2HsBS5/KmIlB/I/u3hIWEexTSPYwHGeXJldi3CUoLt/qaAQRGqRcS3BIwLsvQzu5BYJ2EepTSPYxzGzPVks2sRlhNsmD0PSIxEIcISRgK/MLuIWCdhHoU0jyMbeAXIMrsWYUmylauItGt9XttpZhcRyyTMo4zmcSQAfwUKza5FWJIfKAtyjIS56AvP+Lw26cCESMI8+jwAnGl2EcKyyooX7mwLcoysMRd9YTjwuNlFxCoJ8yiieRwu4A6z6xCWJsvShJmu8Hlt55ldRCySMI8SmscxEfiD2XUIy5MwF2ZbJMPtPSczUqOA5nHkAP8EMsyuRVheTKwxTy+8kfSCa0jMHItSCVSuuoqGHX8EIGv6s6TnX3HE8c37l7N/8ZxjtmfLGEXm1CdIyZuH7m+gYbeX6k9+CP4GEtKGk3Pi8yRmT6PlwBoqV1xKW+NeADKn/hZb6hAOLPtG3z1Z6xkC3A/caHYhsUTC3GSBCW8axvIMIcwWEz3zpJxptDWV0NaYgy1taKfH1G97Dr21GoDWuu3HbiwhlQHz3iQxo4DGPa+QkDaUjFFuEpL6U7nycvqPvZPErEk07nmJ1KHn02/cT6leex2J2VNIc15G+VuT++AZWt71Pq/tObvL/5HZhcQKCXPz3QOcbnYRQgTERJhXrboSgAHz/3fMMK/ddD/++h1B20od9nUSMwpoKnvX6GHb0hhybimpIy4i4ZMfkZA2lNaq9VSvu5nEjJHYUo3Hy5ryOHVbHsFfty1sz0scYgOe8nlts+wuv252MbFAzpmbSPM45gM/MbsOIdqJiTDvjrxT1zL4/AoGzHuLxOypxzwuKed4AFoOBDqB/gZaazajlI2knONp2vc6yXlzGXJ+Ocl5c2ja9zppjkuxpTuo3bwwEk/Fqk4EvmN2EbFCeuYmCZwnfx75QCWiS7CtXFOAnAjVEhLd30jjvjfw1+0gecAJpAz6CgPm/oeyN8eit1QddXxCYr/A/eratWH8XSX2p/7Lp2hrLCEpZxotFWtoKvkvA8/YRPW6W0jPv5L0Udejt9ZQ/cmPaClfEpknaQ3LgFVmFxErJMzN8zuMdZVCRJOY3/2t+qPrD/9DJTLwjM9IzCggOXc2TfteP+p4f+O+wKH92t3N+PvBiW6Ne16icc9LAPSf+DNaazbTWrORvJkfc+DD80jOnU3OiX+j9D/yXzoMSgEP8EcZYu8+CXMTaB7Hd4ALzK5DiE7EfJjbMkbir9sa+NfhLNB1PwAqOZeElDz0liraGvfRWrUegKTsacb3E/uR2H8MelsLrdWbjmy7XyHpo77H/ndmkZg5HqUSaN6/DGVLo1/aj0lIGUhbU7AN9MQx+IEngbvsLv/RQyiiSxLmEaZ5HGOAx8yuQ4hO1Bcv3Fkd5JioCPO0/KtJzptDYv8xAKQXXEXywPnUb3uGAXP+SUvVJ7TWbCE553gSMwrw1++kZf8yADIKv0f/cXdTv/2PVK2+isa9/6S19gtSBs4jZ/bLJKQORdlSqd/2LG1NpUc8bubkx2jY9gyt1Z9CgnENpJwTNRLShtHWXEFbU3lkX4j48T5wg93lX292IbFKwjyCNI8jBWMZWrrZtQjRiZiZ/JacN+eIteTJeXNJzptLc9l71G9dROrQr5GccwJtrbU07nmF6vW3o7fWdN6Y7qdiyTlkTXmClEGnorc1Ur/1d1R/fMsRh6XYzyEp53gqV14KQGvlR9RsvJ+Mwu/R1lJD5apv034kQHTLXuA2u8v/V7MLiXVK1+WXL1I0j+NR4Caz6xDiGJYWL9x57J1VAJ/XdjfGckoheqMFYx/2++wu/zE+ZYmekJ55hGgex6nAD8yuQ4guxEzPXMS0t4Hv213+z8wuJJ5ImEeA5nFkAP8HKLNrEaILEuaiL+0CbrG7/F6zC4lHssY5Mu4HCswuQoggJMxFX2gCHgLGSJD3HemZ9zHN4zgBGV4XsaE7YS7XMhc98RrwA7vL/4XZhcQ7CfM+pHkcScDvkREQERu6E+aD+7wKEQ+2ATfZXf5/mV2IVUiY963bgYlmFyFENwXbyjUbSI1QLSI2NQALgYV2l7/R7GKsRMK8j2gex1jgTrPrEKIHgl3LXM6Xi668gtEb3252IVYkYd4HAtco/z2QbHYtQnSTDpQEOUbCXHTmc+BGu8v/htmFWJmcy+0b1wGzzS5CiB6oKF64syXIMRLmor064MfABAly80nPPMw0jyMXeMDsOoToIVmWJnriReCHdpd/l9mFCIOEefjdB2SbXYQQPSRhLrpjI8bube+E2oBbc44DTllUvOPX4StLyDB7GGkexwTAbXYdQoRA1piLrtQAtwJTQg1yt+bs79acvwLWAY+5NefUcBZoddIzD69HAZvZRQgRAumZi2P5C8aVzYKtdjgmt+a8DHiYIz8QPgGc1MvaRICEeZhoHse5wKlm1yFEiCTMRUefYFxj/INQG3BrzknAb+g8tOdGgFwBAAAgAElEQVS6NWfxouIdWqjti8NkmD0MNI8jGfiV2XUI0Qvd6XVJmFtDFXAjMC3UIHdrzmy35vw1sJaue98PuzVnRiiPIY4kPfPw+D4w2uwihOiFYLu/2YC8CNUizKEDfwBut7v8paE04NacCvg28DNgUDfuMhzj2hUPhfJ44jDpmfeS5nEMBH5qdh1C9FKwYfZByPtFPFsDzLa7/Ff1IsiPB5YBz9C9ID/oNrfmlBVAvSQ98967G8gyuwgheilYmMsQe3yqwNj45Xd2l78tlAbcmjMXo2d9DaF94MsGfhSoQ4RIwrwXNI/DAXzH7DqiXVJqJtPPv49c5/GkZQ6mpaEa3+bFfPTagzTXVwLgmHQu4xZcT+bAUbS2NFK2bQUf/OnYL23xwp1HfW3VSz/mixXPk55lZ1bxrxkwbAIVu9ezVLuBhmpjp9LpX3+ItP4Du2zbgpox3tS7ImEeX9qA3wE/sbv8+0NpwK05E4DvAg8CA3pZz41uzfn4ouIdwbYUFscgYd47P0H2Xw8qOS0Tx+TzKN26jNKty3BMPJuRMy4iKS2TJX92kz/168y6+HFam+vZteF19DY/2UPGBG23vsrHrvWvHfp35b5NAIw/5Qdk28ewa/3rDB9/GhNOvYlVL91BztDxFEz7Bq89elqfPdcYVVq8cKce5BhZYx4/lmPMUl8TagNuzTkTY5b68WGqKQOjZ/6DMLVnORLmIdI8jnyMiR4iiKb6Sl5/7HSqSz8HoGzrSmZe9AhDCucCMOkMDwCLn7mc8u2rut1uTfl21r5671FfT8scTJVvM2tfvYd+uU7S+huX4D7+vPv47P3/o67i6F69xcmyNGsow7gs83N2lz/Yh7dOuTXnIIxLnF4BqDDWBuB2a85fLSreIf9BQyBhHro7gSSzi4gFrU21h4IcICHRGMxoqC6hf14BGdlDaW1uYMJXvk9e/gzqK/fyyZsPs/vTN7tsN9cxlQvv30xzQyW7N7zBx28spLW5Ht/mxUz/2gNccM96AFa9/GPyp36d9JyhbHz3t333RGOXhHl88wO/Be6yu/yVoTTg1pw24HvAvfTddtUpGHOQru6j9uOahHkINI9jJMYnU9FD/QY4mXT6rehtbax7/WekZBin2hKT00jPHsruT9/EOfk8Zl/yJG88fgbVpV902k59lY/SrcvxtzYxYvyZFM35NgmJKax66XY+X/YnGmrKGDBsIhW7P2Hf5+9z9q3vsvbVexk5/ZuMnnUFLU21rPvPg5RtXxnJpx+tZI15/PoAY0j9k1AbcGvOkzCG1CeFrapju8KtORcuKt6xJQKPFVckzEPzU+S167HMwUUsuOYvJKfnsPIfP2LPxrfol5t/6PvLX7iFij2fkJyWxbCxpzCk8KRjhvkrD5146O87P36VBdf8heHjT2PVS7cDsHvD6+ze8DoAk8+8g5qyL6kq/Zw5lzzJe3/4NgPzpzPn0t/yzwen990Tjh3SM48/PuBHdpf/+VAbcGtOO/BL4JKwVRWcDeNiVRdH8DHjgqwb7SHN4ygELje7jlgzYNgkTnX/nZT0bJb+9Qa2rv47APWVe2hprOn0Pq0t9QCk9h9E/4GjSE7PASAlI5fE5PRDx+m6cfpPbzt6ZU2/3HyKZl/Bmn/dTdbgIlRCAuU711KxZwNpmYNIycgN6/OMURLm8aMVYzfK40INcrfmTHJrzluBzUQ2yA/6pltzjjfhcWOa9C577i7kYio9kpyezVe+q5GU2p/9u9YxMH86A/ONHvHaV+9l84fPMeGUG5l50SNU7NmAvWg+zfVV7P1sMQCTz/AwcvqFrH/rUTa8/Sh5zuM58cJfUvLFh7Q01TB8/BkA7Pzk1aMe+/jz7uHLlX+jqmQLCTbjXP2cS35DepadpvpKmuqDrciyBAnz+PAOxuVJN4bagFtzngL8Ghgbtqp6TmFcoU0mGPeAhHkPaB7HKMz5pBrTklL6kZTaH4DcEVPIHTHl0PfWvnovG95+jMSkVPKnfYPh40+jfMdqPvrPAzTWdL4RVVXJZkq+XEpe/nRS0rKory7h86V/4NN3fnPEcUPHnsqA4ZNYqt0IwIG9G9jw9mOMnn0lrU21LP/7LaCHNKk33gTbyjUd6B+hWkTP7QZ+aHf5/x5qA27NOQJ4BHCFrareucStOX+yqHjHXrMLiRVKlzezbtM8jieB682uQ4gwG1W8cOfWY33T57WNAjqfvCDM1IwxpP6g3eWvC6UBt+ZMxugF/xhjrXc0WbioeMftZhcRK+SceTdpHkcucKXZdQjRB2Qr19jzBjDB7vL/uBdBfgawAWMHt2gLcjDWnfczu4hYIcPs3Xc9kB70KCFiS3Xxwp31QY6RMI8e24Gb7S7/P0NtwK05C4DHgPPCVVQfycbY7/0xswuJBdIz7wbN40jB2DBBiHgjk99iQyPGhi3jQg1yt+ZMdWvOe4CNRH+QH3STW3NKp7Mb5EXqnkuAwWYXIUQfkDCPfv8CbrK7/NtCbcCtOc8HHgUKwlZVZDiBCwHN7EKinYR599xodgFC9BEJ8+j1BfADu8v/WtAjj8GtOQuBJ4Azw1ZV5P0QCfOgZJg9CM3jmAdMCXqgELFJwjz61GNc+2FCqEHu1pzpbs35EMYEt1gOcoDj3ZpzgdlFRDvpmQcnvXIRz7oT5nL508jxArfYXf5doTbg1pwXYixZGxG2qsx3A7DY7CKimYR5FzSPYzjwNbPrEKIPSc88OnyGsXvb26E24NacYzGG1E8NW1XR41y35hy0qHhH5ztJCQnzIK5Etm4V8S3Y7m8KGBShWqyoFuPCIo/ZXf6WUBoIrMW+G/gB8XtZ5iTgWxgXfhGdkDA/Bs3jUMgmMSL+Bbv8aS7xGxBm04Bb7S5/yFuWujXnJcAvgKFhqyp6XY2E+TFJmB/bPGCU2UUI0cdk97fI24BxjfH3Qm3ArTknYlxjfF7Yqop+Y9yac86i4h0fml1INJIwP7arzC5AiD7WBpQFOUbCPHyqMIbDn7S7/K2hNODWnFkYw/LXY83376sBCfNOyIVWOqF5HP0xeiyyfauIZyXFC3d2GdY+r+0y4M8Rqide6cCfAI/d5S8JpQG35lTAFcBCrD2HoQ6wLyreUWN2IdHGip/suuMiJMhF/JOZ7H3vI4wh9aWhNuDWnNMwhtRnha2q2JUBXAz8zuxCoo2EeedkiF1Ygawx7zsHgJ8Ai+wuf1soDbg15wCMK5p9F9ngq71rkDA/ioR5B5rHMQb5BCysQXrm4dcGPAP82O7yl4fSgFtzJmAE1kMYqwnEkU5wa84Ji4p3bDC7kGgiYX60K80uQIgIkTAPr5UYQ+qrQm3ArTlPxBhSnx62quLTJcCPzS4imkiYH+0iswsQIkKCrTEHCfPuKAduB561u/whzSh2a86BwM+BbwMqjLXFqwuQMD+ChHk7msdxPJBvdh1CRIj0zHvHDzwN/NTu8h8IpQG35rQB12EsN8sJY23xrsitOScuKt6x3uxCooWE+ZG+YXYBQkRQsK1ck5GAOZYPMYbU14XagFtzzsUYUp8ctqqsxQVImAdImB/pArMLECKCgvXMByNDvh3tA35kd/lDXnvv1pxDMLZgvSxsVVnTBRib8AhkucMhmscxHjjO7DqEiCDZyrX7WoFHgeNCDXK35kx0a85bgM1IkIfDeLfmHGN2EdFCeuaHyRC7sJKG4oU7q4IcI2vMDe9iDKl/GmoDbs25AGNIfVy4ihKA0Tt/0OwiooGE+WEyxC6spDvbilq9Z74H+KHd5X8h1AbcmnM48Cvgm2GrSrTnQsIckGF2ADSPYyQyCUVYi8xkP7ZmjD3Qjws1yN2aM9mtOW8HPkOCvC9NcWvOkWYXEQ2kZ26QXrmwGllj3rn/AjfaXf7NoTbg1pynA08ARWGrSnTFBTxsdhFmkzA3nG92AUJEmPTMj7QDuNnu8r8cagNuzekEHgO+FraqRHecg4S5DLNrHkcmcKLZdQgRYRLmhibgfmBsqEHu1pypbs15F7AJCXIzzHRrzgyzizCb9MzhZOR1ENYjYQ7/Bm6yu/xfhtqAW3Oei9Ebl/O25kkC5gOvmV2ImSTE4FSzCxDCBFYO8y8xQvzfoTbg1pyjgMeBs8NWleiNU5EwtzwJc2FFwbZyzQLSIlRLpDQAPwMetrv8TaE04Nac6RgX+LgVSAljbaJ3vmp2AWaz9DlzzeMYCow1uw4hTGC13d9exjgvfn8vgvwCjPPiP0GCPNpMcGvOwWYXYSar98ylVy6syiphvgX4vt3l/2+oDQS2DH0C6f1Fu1OBv5hdhFkkzIWwnorihTubgxwT62FeCzwAPGp3+YM91065NWc/4C7gJoxJViK6SZhb2ClmFyCECeJ98tsLGNuw7gm1AbfmLMa4stmwsFUl+pqlO2eWDXPN4xgLDDW7DiFMEK9h/inGkPriUBtwa84JGBdEmR+2qkSkDHdrzjGLind8ZnYhZrBsmAMnmV2AECaJtzCvBu4Bfm13+VtDacCtObOAe4HvYe33xVh3MsZ++JZj5V/aE8wuQAiTxEuY68DzwI/sLn93ntNR3JpTAd/CuLCKpWdDx4kZwNNmF2EGCXMhrKc7wRft1zL/GPie3eX/MNQG3JpzKsaQ+uywVSXMNsPsAsxiyXXmmseRAYwzuw4hTBLLPfMDwA3A8aEGuVtz5rg152+B1UiQx5txgY19LMeqPfPpgM3sIoQwSbDd32zAwAjV0l068Cxwh93lLwulAbfmTACuBh4C8sJYm4geNmAasMTsQiLNqmEuQ+zCyoJdy3wg0TVqtxpjSH1lqA24NecM4EksPAxrIScgYW4ZEubCymJl97f9wB3AM3aXvy2UBtyaMw/4OXAVoMJYm4helvzAJmEuhLW0YIRkV8wO8zZgEXCn3eWvCKUBt+a0AddiXKs8J4y1iehnyTCPpqG0iNA8jsGAw+w6hDBJafHCnXqQY8wM82XAdLvLf30vgnw2xtD8b5Agt6JRbs05wOwiIs2KPXNLfmoTIiBaZ7KXAB7gT3aXP9iHjU4Frpr1MHA5MqRuddOBkC+uE4usGOYTzC5ACBNF2xrzVoyJaXfbXf6qUBpwa85EjOVq9wKZYaxNxK4ZSJjHvTFmFyCEiaKpZ/4exl7q60NtwK0552MMp8uHdNHeWLMLiDQrhrnlfshCtBMNYb4XuNXu8muhNuDWnMOAXwIXh60qEU+OM7uASLNimFvuhyxEO8HWmEPfhXkL8Bhwn93lrw2lAbfmTAJuBn4K9AtjbSK+FJldQKRZaja75nHYgSyz6xDCRGb1zN8GJtld/h/1Isi/CqzHuCiKBLnoSqZbc5q9xDKirNYzlyF2YXXBtnJNI7yTyHYBN9td/n+E2oBbczqAR4FvhK0qYQVFdO/Da1ywWpjL5DdhdZHa/a0J+BXwoN3lrw+lAbfmTAFuw9gFzpIXzxC9chzwvtlFRIrVwlx65sLqgoV5OJalvQb8wO7yfxFqA27NeTbwODAqDPUIa7LU/Cirhbn0zIWV1RYv3FkX5Jje9My3ATfZXf5/hdqAW3OOxAjxc3pRhxBgsUlwVgtzS/1wheigrya/NWBMSltod/kbQ7g/bs2ZhjGcfhuQGkobQnRgqZ65ZWazax6HDRhmdh1CmKgvlqW9Aoyzu/z39iLIvw5swlhuJkEuwqUgsDugJVjmiQKDMS5cL4RVhbNn/jlwo93lfyPUYtyaswh4Ajg91DaE6EISxkW1tppdSCRYKcyHml2AECYLR5jXAQ8Cv7K7/M2hFOHWnBkYvfCbgeRQ2hCim4YiYR53ZIhdWF1vw/xF4Id2l39XqAW4NedFGNuwDg+1DSF6wDLv+xLmQlhHqGG+EeOCKO+E+sBuzTke+DWwINQ2hAiBZd73rRTmMswurC7Y7m8KY27JQTUYlxV9wu7yt4TygG7NmQncA3wfa73fiOhgmfd9K/3nsswnNCGOIVjPfACHz2H/BbjN7vJ3ZwZ8p9ya83LgYSJ3SVUhOpIwj0MS5sLqurOV6yfADXaX/4NQH8StOSdjXGN8bqhtCBEmg4MfEh+sFOaW+YQmRCfagJIgx2wHptldfn8oD+DWnNnAA8C1yDJQER0Gml1ApFgpzMOx57QQsaq8eOHOLkPa7vIH2+q1U27NqYCrgJ9hoTfP7jrluKuYO6qYIZmFJKgE/rD8hyzb5j3imKnDz+Tak54G4NX1j/LvDY8ds72vT/YwbcRZDOqfD8Cv/ncRW0qXA5Ca1J+rZz1O0aCZlNZu57llN7G3agsAp4+9jumOc3jozXPQ0fvgmUalQWYXECmW2QEOuY65sLY+uRSkW3NOB5YDv0eCvFMjciZQ3VhOdUNZp9/vlzKAS2Y8gL+te3MM8wdMprRmOw0tNUd9b8HobzFuyEms2/0mWakDcU29E4CstEGcOf57aGvuslKQA+QFPmzGPUuEueZxpCPDfsLawhrmbs2Z69ac/wesAE4IZ9vx5g/Lb+HRd4opqel875JLpj9IfXMVH+3q3mZ6jy6+hF+/dwV1TZVHfS8rbTAHGvbx97X38nnpCrLTjFPGF0z5Cet2/5et5WtCfyKxyYYxsTPuWSLMgf5mFyCEycIS5m7NmeDWnNcBW4DvYJ33kD4xw3k+U4afxnPLb6E5tK3tj7DB9y4D+zl45IKPme48lw17FzMqbzqThp3CS+t+HoaKY1Km2QVEglXOmVvihylEF3od5m7NOQt4Epja+3JEZuogLj7+Xv676Wm271/H/MLLet3mhr3v8NjiSykaNIuSmq2s3P4Kd5z+L17b8GsKB07nrPE3AIr/bHicj3aHvK1+rEk3u4BIsEqYS89cWF3IYe7WnIMw1ot/C7DE+cdIGGc/iX4pOTgHTOJ7855lePZYAE5wno+/rZXXN/4mpHY37VvCpn1LAJhXeBnJtlSWb3+ZB8/9gL+vvRelErhq1mN4XjmR+uaqsD2fKCZhHkekZy6srsdh7tacNuAGjF3gZAJpmKnA56Jx9nlHfH1w5kjycycBkJGcQ7+UATS01FDdWNqj9tOTszh/0g95dtlNDEi3k5yYyvaKj1EokhPTGNQvn+0VH4fnyUQ3CfM4Ij1zYXU92snNrTnnYWz8MrFvyrGOOSMvpnDgdIZkjgJg7qiLKRo0kyVf/g235jx03BUn/pLZIy88YmnagqIrOHfizSzd+iJ/XHErYCwxG5I5in4pxryuM8Zdx6wCF29sfIqSmi8PtXf+pNv4omw1n/reo39qHv62FoqPvx+lFK3+ZvbX7Y7US2C2NLMLiASrhLn0zIXVdatn7tacQzGualbct+VYR+HA6cweeWG7f8+gcOAMtpQu58vy1T1ub7x9PscNntXu3ycDsGyb91CYD88ey6yCC7jvtdMAqGks529r7ubciTcDoK35KTVN+0N9SrHGEj1zpevxv+ZQ8ziuBZ4yuw4hTJRTvHDn0WuZAtyaMwm4CeM64zKSJeLJ5YuKdzxvdhF9zSo9835mFyCEiRqDBPmpGJcnHRO5koSIGEv0zK0S5lZ5nkJ0ptM92d2a0wE8AlwQ2XKEiCg5Zx5HZGMLYWVHnC93a84U4Fbgx1ik1yIszRK/4xLmQsS/Q2Hu1pxnAY8DheaVI0REpZpdQCRImAsR//a5NWcBRoifa3YxQkRYSJf0jTWWCPMlOUWV/Vsb3zO7DiEiQ9ezWhpa8ppq/dkt9Qm1yoGtdd/r/kT/cWZXJoQJunc5uhhniTB/ZfD0LGC+2XUIES6Jbf7mEfUVe0bVle4vqimpH1lXpg9tqEzLaanPSW5rHabanSd8IfOe5VNeT68vrP9w6YdzVrXuHlYyEUWOmfULEUGtZhcQCZYIc6DN7AKE6KnMlobK/LryvaNrSypH15S05NfvTxjUVN2/X2vjQJuu2xUUYNy6VJeQO+SLwUn5vsZTSy9/ftSe5LbmjI8mb1q+ZPZaKrOrp6FIjsDTEcIsEuZxxBLnTDrKTE7lgZnnM22ggyHpmVQ1N7B49xYeWP0alU31Rx2fakvkN/OLmT7ISV6asTR/+HO3H/r+2JwhPHrSNynIzGWpbys3vKdR19oMwJ+/+m2+rCrjnpX/jsyTiwMJept/SGPVvpG1ZaVFtSW1hbWlbcMbKpJzm+pyUtta7AqyMW4hayGlvo1EB0BdatKgpxeMzjvn4z0fTF874aQZayck1Kc1HFgye+2K1dM+zW5KbZatW0U8kmH2OGLRME/jvIJJLPVtZfm+rZydP5GLi6aTlZLKd945ekOkpAQbE3KH8sn+3Xxl+NH7h9w54ywGpvXjjR2fct7IyVw5djZPrn+Xr44Yy4TcoVz/7l8j8bRiSqq/uS6/bv/eUbWlFUW1+xoL6sqVvbEqPbOlYWCi3jZUwTCMW58oTyzcjlLjDn1BqYR/Txk+f/S+6rXnfLxnRHpD2sDT/jfnpNP+N4eyvIod78xfse2z47aNbLO1OfqqJiEiTHrmccSSYV7ZVM9X//k4n1cZV1taXrKNx076JnPtna9KqmlpYuaLCxneL4flFx4d5oPTM1m+bxt3r/w3JwwuYEh6JskJNu4+4Rx+vuZNalqa+vT5RKu8ppqSkXVlpaNrSqoKa0tbnfX7k/Oaavun+5vtCeh5wGizatubOKnTDbg/H5I57XfZaSWXL922Lq3FPwVgYPkA50X/ONMJ8MXInesXz19RGTi/3qvRASFMJmEeRywZ5rUtTYeCHCAlwfhxl9RXh9Teu7s3c+3E+Zw/cjIA7+z+jGsnzqeyqZ4XPu/5BSNixcHJZoV1pftH15TUjawrY1hDZVp2S92A5Db/UAWDMW5RZ1/iuGPOF6lNTRr89ILReees2/NeYWnNSardEs7CrY6JhVsdtNpamz6asmn5ktlrVWVWzVQ5vy5ikAyzx5EGswswm7P/AG6bdhptehsPrXkjpDYeWvMGmytLKcjM5UPfl2ytLuepBZdyyZu/59apX+XcgkmU1Fdz5/JX2FLZs2svmy2ruf5Afn25b3RtaVVhTUlTfn154uDGmn79WhsHJaAP6e5ks2hzwObo8qIpulK2V6cOn1+0r3rN2R/vcSgY2P77if7ElBlrJs6csWYidekNFUtmr9mwZurGAU2pzRP6tnIhwkZ65nEktK5onCjKHsRfT7+GnJR0bvvwJf67c2NI7bTpOi9+sebQv397cjH/3rae7JR0rps4n2+89jRXjp3FL+e4OO8/vw1X+WERmGzmG1VbWlpUU1I3qq7MP6K+InVAc11WalvLUAU5EH/LtRpV5ojuHLdlSObxezsMu3eUUZ824PS35847/e25lOZVbF988ortnxXJ+XUR9STM40iV2QWYZVLuMJ4/7SoyklK4/j2N/2xff+h7QzOySEtMprS+usfnu2cOLmD+0CLmv/QrLiycRmNrCx+X72ZTxT7OyTdnUnRaa3Ntfn15YLJZSVNBXbka0liVkdnSkBeYbDYc42YJ9Sq7DJUwMPiRhoPD7ueu2/3eqNLaeQrUsY4dVD4g/yLvmfkAn4/asX7x/BWVe4aWTkKRFYbShQinOrMLiASrhLkle+bZKem8cMZ36J+cyrqyXcwY5GTGICcA96z8N4+fdBGz7CO5+YMXD/W4H5l7IRlJh0+LPjL3QgBuWfLioa8lKMX9M8/j0XX/o7yxlu01+8lKSWPRgkuZkjeCrVXlffOEdF0f2FRTWlBXXlJUW1JdWFvid9RXJOY11Wal+5sGJxhDxEV98+CxpyRx7C46DJsHoytl+9fUEfOP81WtOeuTvU4FecHuM/pL58TRXzpptbU2rZ26afmSWWtVVVbNNBRJIRcvRPhUmF1AJFglzC3ZM++XlEL/ZOMaA1MGjmDKwMMjrsdaD/7N0cd3+u/2YX7FmFnYEhJ4btNSAN7YsZG/bl7JuQWT2FdfzR3LXg655qS21qYR9RV7R9WWlRfV7qsfWVumhjZWpma31OdG+2SzaLM3cVJNqPfdbM86fk9O+r7Ll277OK3FP7k790n0J6acsHrizBNWG+fXP5izZsPaKRtzm1Kbx4dahxBh0OmKjnijdF03u4Y+N/y52x3ADrPrEIas5vqKgvryfYU1JZWja0ua8+v3Jw5qrO7Xr7VpcAL6YCUXxgmLl/s/umR/4si5vWlD6br/vI92LxlZ1vWwe1dKBu7ftnj+ih2bi7aParO1descvhBhNGhR8Y4ys4voa1bpmVeaXYCVJOhtfntD5d5RdWXlo2tKagvrSv3D6w+kDmiuyw7sbDYA4yb6ULXN3uvXWFfK9sq0EfOP81WtPuuTvQUKcnvaxuCy3IKLvWcV6Oj654U7Plk8f2XVXrucXxcRoWORYXZL9MwBhj93ezPIObxwCUw221NYW1o5uqaksaCuLGFIY3V6ZmtDXqLeNkxZ54NiVNJRbc9kv9yEUmnharN/Q4vv8qVby1Jb2yb1tq1WW2vTmqkb1344e62tKrN2qpxfF32kalHxDktsemSlN9z9wBCzi4gZuq4PaqopKagrKymqLakdVVva4qivSM5rqslM9zcPSTAmRsklNaNUZcLwnSiVH842a9KS7E8tKBp4/rrd7xX0YtgdjPPrJ66eNOvE1ZOoS6/f/8GctZ+unfppblNKi5xfF+FkifPlYK0wL0fC/AiByWZ7CmtL9xfVljSMrC3ThzZWpme11B/c2WwI8prFJF/i+H1Afrjb1RNU4j+njZg/Zm/V6jPXhzbs3lFGfXruGW/NnXfGW3MpGbh/2zsnr9ixZfS2wjabbpllhKLPWGKIHawX5paT1VxfUVBX7htdW1I1urakxVm332ZcRrPp4M5mIzFuIo74kiY29mX7nw3Nmr4nJ913+dKtn4Rj2P2gwWW5BcUvHjq//vHi+Sur5fy66AXpmcehuAxzW1tbq72x0jeyrqysqGZfbWFtmT68oSIlp7k+RyabWVe5rTC1rx/j4LD71z7a9V5+eV2vht07UihV9EX+5KIv8qyUzxEAACAASURBVGlJbG1cM/XTZUtnfSTn10VPSc88DsXs0oT01qaa/Pr9vsLakgpjslm5bUhjVXr/1saDl9EcgXETAoC6hNyInB7RE1Tiy8c75o/dW7XqjPV7R6k++OCY1JqYOnPV5FkzV02mLr1+//tz1mxYO3XjwOaUlnHB7y0sLi47cZ2xUpjvNruAYzImm+0bWVdWNrq2pLqwpqTV0VCRnNdUm5VmTDbLBbq8YIYQB7WQUt9GYkT3S980NGvGnpy0vZct3bY+tbWtz/bzzahPzz3zrZPmn/nWScb59QXLd2wp3C7n18Wx7DS7gEixUpibumlMsr+1cURDxZ7C2tKK0bUlh3c2a67PTdL9wxTYMW5C9Ep5YuF2lIp4r7U6LXnoUwuKBvXFsHtnBpflFhT//ewCHV3fMnr7x+/OW1m9114m59dFe9vNLiBSrBTm2/v6AbKb6/YX1JXvG11bUlVYW9qcX1eeOKippn/G4clmozBuQvQZX+IE084THhx2H7encuXpG3yjVQSuRKdQ6rjPCyYf93mBcX592qfLPpz5ka06s3YaylLvceJo28wuIFKs9Ive6565ra2tdWjjgb0ja8vKimpL6kfVlvqHNxxIzWmuy0lta7UHlun0eqmOEL2xL3G83+waNg7LPmH3gPS9ly/dtjulD4fdO0pqTUyduXLyrJkrJ1ObUV/+wZzVn66dsknOr1uXZcLcSjvAJQANQHJXx6W3NlUX1JX7CmtLD4yuLWnKNy6j2S+ztTHPZkw2s9IHIBGDns/649rGhOxpZtcBkNCmt3xt7a6lzv19P+zelX2Dyre+c/KKnZ+P3j66LUEfZlYdIqKqFxXvsMwpF8uEOcDw527/Al0fObipuqSgrrykqGZfTWFtqX9EfUVSXvMRk82EiFm/z365HJUQ9NKlkTR+d+XK0z6NzLB7V3R0ffPo7R+/O39ljW9I2WQUmWbWI/rUx4uKd0wxu4hIsVQv85UPn1jVr7VpmOxsJuJVvcouQyX06BrmkfDp8OwTdg1I33P5sm17U1rbTNuyVaHUmM8Lpowxzq83rJ62YenSWR8lVfevmyrn1+POdrMLiCRL/fL2b22qAPp8Mw0hzFKSOHYXEHVhDlCdnjzsqQVFg76+dud7zv31882uJ6k1MW3WyimzZ62cQk1GXdkHc9ds/GiynF+PI5Y5Xw4WC3Ngi9kFCNGX9iZOqjG7hq60Jaikf0x3zp+wu3LlVz/1FSmIiita9a/LGHjWm/Pmn/XmPPYNLvvyfyev2PVF4Q45vx7bJMzjmIS5iGulicclmF1Dd2wwht13X7Zs2x4zh907M6Rk4KhLXzhnlI6uby7atu7deavk/HpskjCPYxLmIq5V2+wxM4GzKj15+FMLigZ/Y83O9xwV5g+7d6RQasyWkVPGbBlJS2Jrw6rjNyxbOvOjxBo5vx4rPje7gEiy1Gz2LVfabEA9QZanCRGLdFTbM9kvN6JUutm19NSE3QdWfPXTfWMU0b97W01GXdn7J63euG7SZ4OaU1rGml2P6FQ90H9R8Y42swuJFEuFOcCWK22bgDFm1yFEuB1IGLHjH1m/cZpdR6iy65p3X7ZsW3Wyvy1mJqD5Bpd9+c6C5bs+H7WzSE/Qh5pdjzhk5aLiHSeaXUQkWXGo6DMkzEUc8iWO9wExG+aVGcnDf/uVouYL1ux8f0RF/Tyz6+kOe8nAUZf+7dxROrr+2XHbPnp33sq6fYPLJ6Pkwkgm+9jsAiLNimG+Fvia2UUIEW6+pImNZtfQW20JKvnFGc55k3YdWH7Kxn1jY2HYHYzz62M3j5w6drNxfn3l9PVLl81cl1zTr24qCpvZ9VnQOrMLiDQrhvkKswsQoi+U20bFzR4Kn4zImblzQMauy5Zt2xNLw+5grF+fs3zq7DnLp1LTr67svbmrN66b/NmglmQ5vx5BluuZW/GceRZwABP3iRaiLzyb7d3WppIKzK4jnBLa9GbX6p3Lhx+IjWH3rvgGl335vwXLd39hnF+Xyx33HR3IXFS8o9bsQv6/vTuPi6re/wf+OrOx74tsKusBFBBlERU3TNOivO2hLbTee7Nfm9lupdU16Spl3zK7lVO5lJmW2q7lliKIuyiDyCKy7yAMw5yZ3x8DpIbKMjOfWd7Px4OHAjPnvIaH8p7P53zO521MVlfMAVoERyyPGrJ2uesGG3CcWdxn3l8xpQ1Z006Zz7T71Wig1ZwOP3t016Qcur5uGIWr0kpCWYcwNmucZgeALFAxJxakVhJaDI6z2GncY8Pcks552JfO3V9ULhO0Zv06ReBEI/JDRo/ID4FK2tmWE3/8z/1jj9i0OLbR9XX9sLopdsB6i/kBAOmsQxCiL+WSqDrWGQytwcFm2Icp4arbD5bsDmhoN/tpdwCQdUrtJ+wfM2HC/jFodmyt3j3x4KkjMaeHdMrUNNgYOKtb/AZYbzHPYh2AEH2qlEQJrDMYg0bEyTYkBk6KLa3fP/VU1UgOlrPFqnOro3fqT1O8U3+agnLf6oIdU7LOFwafC6fr6/1mlcXcWq+ZiwE0AzC7nbII6c0al88PKUWuY1jnMCa31o6SuVlFbeY+7X41Gmg1pyMKj+yclNNW5V0XCw6OrDOZOC0Ar1VpJRY/U3U5qyzmAKBIF+8CYBFTdYR84rrZJPuYG5pY0HTcfrD0gH+jZUy7X41K2tmWHX/8yP6xR2StdH39Sk6uSiuJYh2CBWudZgd0180t/hcAsXztnEutNRZyABDEIpuvxwZOii2p3z/1tGVNu19O1im1T94/Znxy1/X1XZNyTh2NzvfplKnDWWczIbtZB2DFmos5XTcnFqFKEnkOgCfrHCwdGe4+rtTDoWROVlG5TNBa/OIx51ZH75t+nOp9049T6fr6pXaxDsCKNU+z+wE4zzoHIYO1z+7RXXm2N5pcC1EWxIKm446DpQf8rGDa/XIaaDWnIguP7JyY01ZtvdfX/VallVSwDsGC1RZzAFCki88BCGCdg5DB2Oy0bE+dJHQi6xymZExx3b7J+dXRHKxzQxaVtPNC1/V121bHtlgrub5+ZlVaSRjrEKxY8zQ7oLtuTsWcmLVmsZ8H6wym5lCgx/hiT8eSuVlF5VJBa3XXlGWdUofk/WMmJO8fg2an1qqdE3NOH7P86+tWe70cACxy68d+2Mc6ACGDoQWn6YRdIOscpqje0Wb4h1P54RUutntYZ2HJucVxyM0/Tp38ytJ/hT/6yR0FIYXDdnEarpJ1LgOw6mJu7dPskQDyWOcgZKAaRAEl37p8YLY9zI3F2qfdL6eBVpM34szhXRNzlNVe9bHg4MA6kx4Er0orKWIdghWrLuYAoEgXFwCwuk35iWU4Jbs+60+Hx5JY5zAHHi0dRXOyilRSjf6n3e3T4+H83FQAQNNLP6L9u5N/e4zjvPFwnDfhb18XzjehZvrHkPBecFkyC+LhblAdKEXTgm3QtnUCANxW3QZ1UT1a3v5D39GhknZeOJBw7EjW2KN2rQ5tseDMcsa2bFVayVDWIViy9mvmALAVwNOsQxAyEBXSaCXrDOaizskm6MMUXnlnTske3yal3hYMioPc4fREMrSdAjjpldeZqY6W48IXB3s+l8b6QRbjB/W5RgCA04IpEHk6oGN7AWxnRcB+7hhc+N8B2EwNgSRyCBrnb9VX5EvIOqUOE/fFTZi4Lw5Nzi2Vuybm5B+LVvh2StW8QU5oGL+wDsAaFXMq5sSM1YpDbVhnMCeCWGS7PiloYnxR3Z8TFdWjOAzy9i0RB5cls9B5rALgOMgSrjw4VO0thmpvcc/nHpvuBwC0rddtJS7ydoAq5xyal/wOWVwARN6OgFQMp+dT0PrubmhbVYOK2hcuzU4+N/+Q4nPzDyko86tS/D4lq+JsUFmEVqQdYvCTD45h3umYESrmwB4AjQBcWQchpL9aRZ4+rDOYo4NBHhOKPB2L5mQVlUs12gGPQB0eToQkxBN1/5DD5a2ZfX6eNM4f0ghvCBXN6NhRAABQ7SmCw4OJsLtBt9V8x+6zcHgwAZrGdrRvOjHQiAMWUD6Ev2/dbF7DaYSTkYW5uybmKGtM8/q6EsBvrEOwZvXFnJcLakW6+GcAd7POQkh/qCFr10AyjHUOc1XnZBO0MoVvvzO7ZI9Pc/+n3SVhnnB8bDya39oB4XxTv55rnzYaAND29RFAo1u31LJ8N9RnanuumauLG+C6/GY0PLQBjv9vAmxnRkCobkXLW9uhPmO8PiIirUgcnRcWF50Xhg6ZqvVAwrE/sxKP2l1waDeV6+s7VqWVtLEOwZrVF/MuW0HFnJiZWkloMTjOYjuGGYNaLLJbN25g0+4203lAJILN1FDYTA2FhNdtj29/XzwgEaN947FenyfydIDtdB7aDjXavrnoMRrtJQvnXJbdBOUv+eBcbeHwUCLq7lkPhzmj4fzGTNSnrR3gKx4cG5XMcdKf8RMm/RmPRueWil2TcvKPRSn81VI1y81arH6KHaBi3u0nAGrQz4OYkXJJlNW1eTSUg0EeE4o9HYrSsoorpBptnwoTxwGcRATbKSGXfF0a4Q1JqAdEng7gnGygaWiHtrG95/t2d44CJxWj/fuT0Da0X35Y3THiA2AzIRC1N34Ku9lR0CrVUJ+oRKeiBrbXm8a+L67NTr6zt6X4zt6WgjL/yvwdUw5UFgUa/fq6FlTMAdCtaT0U6eKdAGh/a2I2fnRctKtcGkv/ZvVIImja78ouyR3SrEzu73Pd5XdBljis59Y0l7dmwe6WKLR+8CdaP+jan0rMwWv7PyEe4oS6u75E5/Fe9m4RcfD49n60bz6Oti9yYXNdGNxW/APKX/IhjfGFpkmJuls/H+xLNQgNpxFO6u5f76jxbBgNDvYGPmXuqrSSeAOfwyzQSPQvW0HFnJiRBvFwa2ykYVBqschu7big5MSztX9OKKiJ5aDfxV6203mIhzhBdayi90IOwD4tFpyEQ9vaQwCAjh0FaPvmKGxnRUBT1Yrm13/VZyS9EmlF4uiTfHz0Sb77+vrerMSj9ga8vr7FAMc0SzQy76JIF4cBULDOQUhffeq6uVrLibxZ57BUni3Ks2lZxUJfp93JlTU6t1TsnJSdfzxK4a+WCvr8eY5ZlVZyWI/HM1tUzC+iSBefBmAaF6QIuYp2zrlureuX1GDFwCSCpu3uA8WHvFs6+j3tTnp3zr8y//cpWZVFgecjtSLtYN6MWv2ubxejafZLbQUVc2IGqiQjzgGgYm5garHIfs344OTEwtq9E87UjNb3tLs1GnreJ/z+tf8I13Aa4cTIgtxdyQeVtQO7vr7JIAHNFBXzS20F8CzrEIRcS7kkpn83NpNByQ7xTC7ycixMO1CslWi01MtBD0RakTjmRHhczIlwdMhULVmJR/ceSDxmf8G+z9fX1xk8pBmhafaLKNLFYgAlAPxZZyHkajY7LdtTJwnV2/7ipG9o2t3wGl2aK/6YlJ1/YmRBgFoqXOmNU+GqtBJ6U3URKuaXUaSL3wTwMuschFzN567rT3Zy9iNZ57BWYwtr/hx/pnY0B4PfemXVSgMqTv8+5UBV8fCyEVoRvC761hur0kpeZRbMBFExv4wiXRwEoBAAxzoLIb3RAtpPXb9rA8fR9VuGvJqVhWkHiiHRaEOu/WgyGBpOIxwfWXB498SDqlqPhtHgMGZVWslp1rlMCRXzXijSxdsBTGOdg5DeNIr8Sza6fDicdQ4CSNWaC3cfKD7s1UrT7saitOnYE3j4lUmsc5gaU9gk3xR9yjoAIVdSKRnZ+24jxOg6JSKHLycEJ+8L8dyrBay+2Ycx2HbYfMU6gymiYt67TQDqWYcgpDfl0hgl6wzkUlmhXslrxwWWq0VcIessFq4DwHrWIUwRFfNe8HKhA8Aa1jkI6U2tOFTGOgP5u2pnu9CVU3mfWkebP1lnsWDf++QtaGAdwhRRMb+yT1gHIKQ3rSJPH9YZSO86JSKHLyYET9ivm3bvvSUaGYzVrAOYKirmV8DLheMAcljnIORiakiVGkiGsc5Brm5/qFfy2qTAMrWIO8s6iwU5D8B0u8wwRsX86mh0TkxKrTi0CBwnZp2DXFu1i13Yyqlh3nUOMpp2148vfPIWaFiHMFVUzK9uPYALrEMQ0q1CGlXHOgPpu06J2PHz5JAJWcEeNO0+OGoAK1mHMGVUzK+ClwstAL5hnYOQbpWSkQLrDKT/9oV5J69LCixTc1wR6yxmaoNP3oJzrEOYMirm10ZT7X0ksneBz6NfIDBDgdCPWxH8bhmGPPgJRA7uAACxkxd8/70eISsbELKyAT7/Xgexk+cVj8dJbeH3xCYEr6gALxfAyy+tY7KAaAxbdBChHzXB76nvwdk69nzP/5kf4DVnuWFeKEP14kAn1hnIwFS52IWtTAnzomn3AVnGOoCpo2J+Dbxc+BMAbRvYByJ7VziNvQud1UVoyVoPzsYBLpMewJAHPgYA+D31HZzG3omOooPoKMqB89i74PfElbsYchIZbIbFoqMot9fve939DiQuPmg99B0coq6H67R5AACH2JtgM3w06ja/rvfXyJqScwlgnYEMXPe0+4Egjz1agPYL6JudPnkLDrEOYeqoBWrf/F/XB7kKTWs9ShbGQlV+CgDQnr8HPo+shv3IabANHQe7kCSoqs+i7J0ZAIDApQrYhU2AbchYKAsP/P147c0oejYYEs/hCB7190XBEldftOXvRvXap2HHJ0Pi5gdOIoPXnGWo3fgyNO3Nhn3BRtbOOddpOZE36xxk8P7kvScWejsp7soukYq12iDWeUwcjcr7gEbmffMpANpC8xo0ypaeQg4AnMQGACA0lsM2MA4A0FF6FNBqAa0WqnPHAAC2QfEDOt+F4z/DeexdCP2gBlLPQFw4+hPcZj0LTWsdmvdY3u2oVZLIUtYZiP5UutrxK1PCPOvtZftYZzFhpwH8wDqEOaBi3ge8XFCC3h32i9QrGB63LYZWo0HNhhch6rqerVX9dXOApkP3d5HtwC4D1254EZWfPIi6rf/BuaXToTp/Au43PIfqtU/B49ZFCFySh4Dnt0PmN2LwL8gElEtiLGuqgUAlETvJJ4aMz6Zp9ytZ7pO3gLqB9QEV8777CADdFtQHMr8RGPrSLogdPVC1+lFcOLwF6qYqAIDI5q9Fat0FXt1YMbATaTVo3vs56r5diPZTv8PrrnfQkrMRYgd3uM1agIqP70Nn3TkMeeh/g35NpqBaEkH/Xy3UXt574ldjh5cIHFfMOosJqQbwJesQ5oJ+OfQRLxdaAbzHOoepswmMw9AX/4DI0QMVK+f0THd3dE2p2wwbBXAcwIlgM3z0Jd+TuA+F1DccIjvnfp/XLnwS7KNnoHbjS5D5j4S2sx0dRQehKjsGm4AYPb06tprEvu6sMxDDqXC1D1+ZEuZB0+49PvTJW0CzFX1EC+D6530AzwLof7WxAiIHdwQ8vx1iO2coz2bDLmw87MLGAwBq1j2DttM7YR8xBQELfgU4DlKPYWjL24GOksMAAJ9H5bCPmILKTx5E897PAQBDHv7sktH8kIc/AwBUffLgXyfmRPC+5z3UfbcYQnM1OqsLIbZ3he+8DbANToCqSmGkn4DhaAFtJ+yph7mF6552n5hftSe+uD6RA2xYZ2JECeBD1iHMCY3M+4GXC40APmCdw1SJ7Jwg7hpV2wYnwm3Gkz0fAFCxcg5acjbCNigBtoHxaMn+BhUr5171mC7J98Mp4bZLPndJvv+Sx7hO+zcgkqBxu+6Gg9ZD36Fp1yewj5oOTccFVH/+mD5fJhNNIv9z4DjHaz+SWII94UMmfjV2eLHAoYR1Fka+8MlbUMM6hDnhtFpaW9AfinSxJ4ASAPassxDrcVo248Beh3ljWecgxiXrFJrnZhWfdGtTjWOdxYi0ACJ98hbksw5iTmhk3k+8XKgFsIp1DmJdyqXRtK+3FVJJxc6rJ4aMOxjovlsLdLDOYyTbqJD3HxXzgfkvrOc/FjEBteJQa712SgDsDh8y6evE4WetYNpdC+A11iHMERXzAeDlQjkAy9uVhJisVpHnENYZCFvlbvaRK6fybo120v2ssxjQNz55Cw6zDmGOqJgP3FLo2vIRYlBqSJUaSGklO4FKKnb+bFLouNzhFjntrgawkHUIc0XFfIB4uVAMYC3rHMTy1YlDisFxYtY5iOnYFTFk0gbdtLslbfEr98lbYP73kTJCxXxw/gOA+ksTgyqXRtPOg+RvzrvZR340lXdptJNmsc6iB0oAi1iHMGdUzAeBlwsK0Mp2YmCVkpF0OYf0qkMqdvlsUmjSoWFuu7WAinWeQVjpk7egjHUIc0bFfPAWAqhnHYJYrnpxIG0WQ65qZ6TPpA0Jw88IHM6xzjIAjQDeYh3C3FExHyReLtSDFm0QA1JyLgGsMxDTd97dfsRHU3lnM5x2f8snbwFdShokKub6sQrAMdYhiOVp55zrtZyIbksjfdI97X7YfKbdi6DreUEGiYq5HvByQQDwBOscxPJUSyIsabUyMZI/In0mfZMw7IzAwdSvQ7/gk7fA0m6xY4KKuZ7wcmEXgG9Y5yCWpVwS08Q6AzFPZe4OIz6ayjs12UoPsM5yBVk+eQs2sA5hKaiY69ezAGgPbaI3VZII+j9KBqxDKnb5dHLo2CND3XZrgU7WeS7zDOsAloR+UegRLxdKodsZjhC9aBL7ubPOQMzf7yN8Jn0TP0yhMZ1p9zU+eQsseVtao6Nirn8ZgEXtykQY0QLaTtjTNq5EL8o8HEZ+NIV3NIFp91oATzPOYHGomOsZLxfaoZtuJ2RQmkR+58BxdI850RulTOz66eTQsUeHuu5iOO3+lE/eglpG57ZYVMwNgJcL3wDYyToHMW+VkpEVrDMQy7RjhO/kjWym3X/yyVtAPS0MgIq54TwB2redDEKFNJoWUxKDOdc17d5sK8k20ilbAfzLSOeyOpxWq2WdwWIp0sXvA3icdQ5injY4f7i/Wew/jnWOa0meFITEccPg7e0IkYjD1+uOIDenDG5udnjx1Wm9Puej/9uPs4W9b/qVkZn6t69t+uYYsvaVwsXVFnPuHQ1/fxeUlTVh3ZeH0dykBADcekc0HJ1s8MVnB/X34qzEdScrdkWXNY7nAKkBT/OkT96CFQY8vlWTsA5g4V4EcAOAYNZBiPlpFXmZxc5v/gEuaG3pgL2dFM4utj1fV3aosWfX2Z7PbW2lSBg7FBqNFg31bVc9ZmNjO44f/esqQ0V5CwDguhlh8PF1xvFjlRgZPQTXzQjDpm+Ow8/fGWPi/LH8nd16fnXWYftI38kKH+cTt+aWuom08DfAKbIA/J8Bjku6UDE3IF4utCrSxfcB2A26pEH6QQ2pUgOpWaxk/3rdEQDAP+eNu6SYt7d1Yut3eT2fT5wcBAA4faoaDQ1Xv4JQV9t2yXO7OTvborKiBVu+OwkPT/ue882+NQq7d55Ffd3V3ySQKyv1cIj6aEpYw737i7KdlOpEPR66E8DDPnkLNHo8JrkMFRgD4+XCn9DdrkZIn9WJQ4rBcWLWOfQpabzuvcm+PcXXfOywYa54c+ksvPTaNMy+dSRkMt2P4vSpagQFu2PRW9cjMMgdp/OqMTrOH65udvhjxxlDxrcKSpnE7X+TQhOO+7vu0gL6ar27xCdvwUk9HYtcAY3MjeNVADMBxLIOQsxDhTTKom7d4SO84OXtiJrqVijya6762MbGdhQV1qOzU0BUjA8mTAyCRCLCtxuOY/+fJWhp6UBAgAvKzjVBkV+DBS9OxZbvTiI+cSjGJweio0ONbVtOofgsdSYeEI7jfovynZzv43T81kPnPERa+A3iaKdA7U2NgkbmRsDLhU4A9wCghgKkTyokURZ1J8SE5EAAwL69xdd87H8W7cD6NYex8etjWPv5IQDAyCifnu+fOFaJn3/Mx4njlZg2Iww1Na2ormrB7Fuj8MOWUyhQ1OKe+8cY4mVYlVJPx+hVU8JsW2wkOQM8hBa66XVz6N5m9qiYGwkvF04CeIl1DmIe6sXDHVhn0Bc3dzuER3qjQ6nGwexLb2t2craBl7cD7B10i6gdHGU9U+qArhoAgKaXu248PR0wITkQ3286iSE+ThCJOJQUN+B8WROcnW3h4Cgz2GuyFu0yifv/JofGH/d3Gci0+4c+eQv2GSQY+RuaZjeuTAA3AkhhHYSYNiXnEsA6Q18ljh2KwGB3eHvr3n8kJg1DSKgHsrNKUVzUgPETAiESccg9WIaOjkvrwawbIxCfOBS//azAb78oEBjohjvuHoUzBbVQKtWIitaNyI8eLv/beW++ZSSyD5xDVWULJBIOADDnvtFwcbVD2wUV2i7QgFAvOI77LcpvcoGP87F/5J7zEgG+fXhWAYAXDB2N/IVG5kbEywUtgHQA1NaSXFE751yv5cQ+136kaQgMdkd84lA4OetWlgd1fe7h6QCJRIT4sUMB9G2KvbKyBWfO1CEwyB2j4/zR3t6J7b8o8OPW05c8LnKkNwKGuuDXn/IBAOfLmrH9FwWGDnWFjUyMr9cfAW2hoV/Fno4xq6aG2bTaSK51I78KwN0+eQtajZGL6NCmMQwo0sX3APiSdQ5imkqkiUd+c3yZFksS06TVaq8/UbF7RHnTBK732d2nffIWvGv0XFaORuYM8HJhDYBvWOcgpqlcEkMzN8R0cRz3S7Tf5M1jhuZpgMv7B2yjQs4GFXN2/gXg7xcCidWrkkTQ/0ti8oq9HGNWTQmTXTTtXg7gAZaZrBn90mCElwv1AB5knYOYniaRnxvrDIT0RbuNxOPjyaFxeb7OfwCYS61N2aFizhAvF34B8A7rHMR0aAFtJ2cfyDoHIX3GcdzPMf6/++Qt2Mk6ijWjYs7eCwB+Yh2CmIZmkW8ZOM6RdQ5C+uFH0C5vzFExZ4yXCxoAaQDyWWch7FVKRl6+oIgQU1YM4N6MzFS6LYoxKuYmgJcLTQBuBtDIOgthq1wSc/V2YoSYZq6tSQAAIABJREFUjg4At2dkptIm+CaAirmJ4OWCAroRukXtyU36p0YSSnuQEnPxZEZmai7rEESHirkJ4eXCzwCeZ52DsHNB5OXNOgMhfbAqIzN1FesQ5C9UzE0MLxeWAfiCdQ5ifAIkHQKkw1nnIOQafgYwj3UIcikq5qbpUQAHWIcgxlUrDikGx1HzI2LKjgK4MyMzlS4Hmhgq5iaIlwsdAG4BcJ51FmI8FdIo2nCDmLLzAG7MyExtYR2E/B0VcxPFy4UKAP8AoGSdhRhHpSSqk3UGQq6gBbpCTgMME0XF3ITxcuEggIdZ5yDGUScOdGKdgZBeqKGbWj/KOgi5MirmJo6XC2sBLGWdgxieknPxZ52BkF7My8hM/Zl1CHJ1VMzNw4sA1rIOQQxHyTk1aDmxD+schFwmIyMz9WPWIci10cpZM8DLBa0iXZwOwBnATUzDEIOokkSUAKBuacSUfANd74g+O3To0CSZTPYKx3HuBspk0bRaLScIwoejRo36tL/PpWJuJni5oFaki++ErinLFMZxiJ5VSGKaWGcg5CL7ANzX3z3XZTLZcp7nJTKZTG2gXBZNo9EgLy/vMQD9LuY0zW5GeLmghG4P94OssxD9qpJE0P9FYiqOArg5IzO133fScBwHKuQDJxKJtBzHDahpDf0CMTO8XGgBMBNAHussRH+aRP6urDMQAuAYgGkZmal1xjphXFxc+Llz53pmiTMzMz1feumlXtePbNu2zenRRx8NuPzrc+bMueLOiVFRUZF9ySEIAubPn++bkJAQPnr06Ig77rgjEAASExPDm5qaTL5WmnxA8ne8XKgDMB3AWdZZyOBpAa2Ksw9knYNYveMwciEHgNmzZzesW7euZ73Id9995zpnzpyG/hxj3bp1JYPN8e6773oqlUpRTk5O/uHDh0/fc889Rv05DBYVczPFy4VyAFMBFLHOQganWeRbBo6je8wJSyegK+RG34Vw7ty5Dd9//70rANTW1oobGxslUVFRHRUVFZLrrrsuJCkpiZ89e3aQWq2bvT916pRdSkpKaERExIjs7Gw74K/Rd3l5uSQlJSU0ISEhfPbs2UEXn+dKx+u2ceNG9zfeeKOi+/PZs2dfstNddna23dixY/nRo0dH3HfffcMAYPv27Q4xMTERCQkJ4U899ZSfUqnkus8fHx8f3tbWxun/J9Y7KuZmjJcLpdAV9EG/KyXsVEpGVlz7UYQYzEkAKRmZqTUsTh4SEtKpUqlEFRUVkvXr17vecMMNjQDw2muv+TzxxBPVWVlZitjY2LYvv/zSDQDUajX3+++/n1myZEnZxx9/7HHxsRYuXOibnp5em5OTk79p06ZLBjpXOl63lpYWsbu7u+ZKOUeMGKHcv3+/4vDhw6crKyulx48ft9m6davLiy++WJGTk5O/bNmy8sLCQplMJtPk5OTkZ2dn59vb2w/o+vdAUDE3c7xcKIGuoJ9jnYUMTLkkuo11BmK18sCwkHe76aabGr766ivXzZs3u82dO7cBAPLz820XLVrkl5iYGL5582a3iooKCQBERUW1AUBgYKCqsbHxkjuyCgoKbKdPn94KAGKx+JJzXOl43ZydnYX6+vor1kSFQmEzZcqUsISEhPDjx4/bl5aWSufPn1/966+/Ot9yyy2BGzdudBk5cmTHxIkTW2+77bbAJ5980v/y0b8hUTG3ALxcKIKuoJexzkL6r1YSJmOdgVilU9AV8mrWQebOnduwZs0aj7q6OklUVFQHAISFhSnfeuut89nZ2fnHjh07PX/+/FpAt2K+m1Z76cCX5/n2HTt2OAK6BW0Xu9Lxut1+++31Cxcu9O3+fOvWrZdc+nrvvfe85s2bV52Tk5MfHR3dptVqOXd3d2H16tXn1q9fX7Jw4UL/9vZ27oUXXqj+9ttvi2trayW//fabo15+QH1AxdxC8HKhELqCXs46C+mfVpHXENYZiNU5DV0hr2IdBABCQ0M7BUHgZs2a1dj9tTfffLNi+fLlQ5KSkvikpCT+wIEDdtc6zuLFiys/+eQTz4SEhPDu1eh9Pd6TTz5Za2trq4mPjw+Pi4sLX7NmzSUb38yePbvp5ZdfDpgxY0aIWq3mAGD58uVeXY+PSEtLqysoKJAlJiaGjxkzJuL8+fOy8ePHG23Wjbv8nQ0xb4p0cSCAnwGEM45C+kCARLXadaOI+pgTI8oHMCUjM7VS3wc+efLkwZEjR+r7sFbl5MmTGDlyZHx/n0cjcwvDy4ViABMA7GcchfRBrTikmAo5MaKTAKYaopATtqiYW6Cu+9CnAfiedRZydRXSKKYLj4hV+QPAhIzMVLp7wgJRMbdQvFxoB3AbgJWss5Arq5REdbLOQKzCGgAzMzJTqQeAhaLpPQvGywUBwGOKdPE5AP9hnYf8Xb040GirXYnV+k9GZurLrEMQw6KRuRXg5cISAPcDoFGgiWnnXPxZZyAWSw3gUSrk1oGKuZXg5cIXAG4E0HKtxxLjUHKOjVpO7HvtRxLSb63QdT77H+sghrJnzx77uLi48ISEhPAbbrghuKOjY8Bbp+bn58s2bdrkrM98xkbT7FaElwu/KdLFkwH8AICKCGPVkogSANQtjehbBYAbMzJTD7MMEbD6hbjBHqPsgbdzr/S94cOHq3bu3Fng5OSkefzxx/3Xrl3r+uCDD/arQUu3goICm59//tn51ltvbb7WYwVB+NvucqaARuZWhpcLhwGMg27TCMJQuSSGFiMRfcsDMI51ITeGYcOGqZ2cnDQAIJVKtSKRSJuYmBiemJgYnpKSEgoAeXl5suTk5LDExMTwhx56aCjQe8OUlStXem3ZssU9MTExvK6uTrxixQqPuLi48NGjR0ds2bLFCdC1Qn3kkUcCJk+eHMbqNV8NFXMr1LWf+wQA+1hnsWZVkkijdVQiVmEndLeeWVXjpYKCAtmuXbucnZycNLGxsReys7Pzf/vttzMAMH/+/IBVq1aVZmdn56vVauzevdu+t4Yp//73v2tuvvnm+uzs7HyVSsVt2LDBPScnJ3/37t2KJUuW9MxipqamNu3du7eA3au9Mppmt1K8XKhXpItTALwL4F+s81ijJpE/TbETffkIwJMZmakq1kGMqb6+XjRnzpwguVxeFBkZ2ZGVleVw6623BkZFRbUvXry4qrCw0PaBBx4IBIALFy6IrrvuuhZHR0fNU089NbS9vV1UVlYmKy0tlV58zNOnT8vOnDljl5SUFN51jp46OXHixAvGfH39QcXcivFyoQPAvxXp4t0APgZAt0kZiRbQqjj7QNY5iNlrBfDPjMzUdayDGJtarcbtt98e/Morr5THxMR0tLa2cu+8804FAEyYMCHs3nvvbQgJCVG+9957ZTzPqzQaDQRBwMMPPzx03rx51XfddVfTjBkzQrRaLSeTyTSCIHAAEBERoYqIiGj7/fffz4hEIly8sM4Ur5V3o2l2Al4urAcQD+A46yzWolnkcx4c53TtRxJyRScBJFhjIQeATz/91P3QoUOOb731ll9iYmL4a6+95hMXFxceGxsb4e7urg4ODlYtW7as7OGHHx6elJTEJycn88XFxbLeGqbEx8e3Hz161H7mzJnBtra2mjvuuKM+MTExfOzYsfw///nPANavtS+o0QrpoUgX2wH4PwAPss5i6fJl07L3ODyRyDoHMVtfAvhXRmaq0bpy9QU1Whm8gTZaoWl20qNrC9iHuqbdPwRgzziSxaqQRJvUL2FiNpQAnrDk+8fJwNA0O/kbXi58DiARwCnWWSxVjSRMxjoDMTuFAMZTISe9oWJOesXLhZMAEqBr0ED0rFXkPYR1BmJWNgOIs4b7x8nA0DQ7uSJeLlwAcG/XtPsKALaMI1kEARKVAOlw1jmIWegE8HxGZmom6yDEtNHInFwTLxf+ByAJgElulmBu6sTBReA4eiNNruUkdJvAUCEn10TFnPQJLxeOAoiDbmEc3QIxCBWSqFrWGYhJUwN4C8CYjMzUHNZhiHmg0QHpM14utACYp0gXrwXwPwAjGEcySxXSKGpFS67kKIAHLOHauCJdPOhGK7xcuGKjFdby8/NlJ0+etO1LcxZjoJE56TdeLuwDMBrA6wCsavtIfagXB9JOe+RyKgCvQbcJjNkXcmvQ3WmNdY5uNDInA8LLBRWARYp08TfQjdLHM45kNto5V3/WGYhJOQjdaPwE6yDmRKPR4P777x+Wl5dnJxKJsHjx4vMvv/xygFarxfTp05syMjIqnnnmGb+CggKbhoYGiUwm006fPr3phx9+cLW3t9f8+uuvhStWrPD49ddfXVpaWkStra3iDRs2nA0JCem8+eabgyorK2WCIOCrr74qCgsLU3399dcuS5Ys8ZVKpdqHHnqoZuvWra65ubmOR44ccfjpp5/OeHh4CCx/HjQyJ4PCy4U8AMkA5gEwiekmU6bkHBu1nJh6yRMA6ADwIoAkKuT9t27dOleJRKLNzc3Nz8nJyX/77bd9Pvnkk+Lc3NzTf/75p2N+fr4MAEaMGNG+d+/eAmdnZ0GtVnN79+4t0Gq1OHbsmA0AcByn3bVr15lXXnmlYvHixT4AsHbt2pLs7Oz8Z555pnLFihVegiDg1Vdf9d+1a5ciJycn/5FHHqm/uNMa60IO0Mic6AEvF7QAPlSki7+HboHczYwjmaxqSUQJAOqWRvYDeDAjM/U06yDm6tSpU7aTJk1q7f68rq5OOmbMGCUAjBo1qu306dM2XX9vBwA/Pz9VbGxsOwD4+vp21tbWSgBgzJgxbQAwadKkC5mZmUPUajUef/xx/xMnTtirVCpReHh4e3l5ucTPz0/l4uKiAUyz4QqNzIne8HLhPC8XZgO4E0Al6zymqFwS08Q6A2GqAcCTAJKpkA9O14i7Z/2Jp6dn56FDh2w1Gg2OHj1qHxER0QEAHNfT9OySv3f3JTly5Ig9AOzdu9c+KChIuX//fvuamhppbm5u/gsvvFCu1Wrh5+enrqiokDU3N4sAQBAEXNxpzRTQyJzoHS8XvlGki38D8F8AD7HOY0qqJBGsIxA2OgGsBLAoIzO1nnUYYzD0SvS0tLSmH3/80SUuLi5cKpVqFy5cWP7www8HarVazJgxozE8PLxPi3M7Ozu5iRMnhrW1tYk2bNhw1svLS6iqqpKOHz8+jOd5JaAbib/++uvnk5OTeTs7O80DDzxQe+eddza+9NJL9jNnzgxev359sZubm8aQr/daqGsaMShFungigHcAjGWdxRR84bL2uErkGM06BzGqrQCezchMVbAOYmjm1jVtxYoVHq2traKXXnqphnWWbtQ1jZgkXi7sAZCkSBffAt1GGJGMIzGl4hxoG1frcRTA/IzM1B2sgxDLR8WcGAUvFzYr0sVbANwPYBGAAMaRjK5Z5FMGjrO6122FKgG8AmB1RmYq06lXcnVPPPFEHesM+kLFnBgNLxcEAJ8p0sXrADwO3W057mxTGU+FZGQFrPBNjBVRAlgG4O2MzNTWaz2YEH2iYk6MjpcLSgD/VaSL/wfgOQBPAbBnm8rwKiTRF1hnIAahBbAewIsZmamlrMMQ60TFnDDDy4UmAC8r0sXvA3gVwMMApGxTGU6NJEzGOgPRKzWArwAsychMzWMdhlg3us+cMMfLhUpeLjwG3eK4r2ChXdlaRd7erDMQvegA8BEAPiMz9V4q5KantLRU8vTTT/td/vXU1NTg7p3hLjdnzhyzXpxKI3NiMni5UAggTZEuzgDwPIDbYCH/RgVIVAKkgaxzkEFpha6IL8/ITK1gHcbUPff0tkF3TcvITB3QverDhg1TZ2ZmlvfnOevWrSsZyLlMBY3Micnh5cJhXi7cDSAIwNsAzH6TjTpxUDE4ziLemFiheug6BA7PyExdQIXcNGzbts1pwoQJYdOmTQsJDw8fsXr1areUlJTQqKioyD/++MN+5syZwQCwadMm58jIyBEzZ84MrqmpkQDAl19+6RodHR2ZmJgYvnTpUi8AiIqKigSAWbNmBScmJoZHRESMuP7660O6GroMHTt2LD9+/PiwwsJCk7wUSL9ciMni5UIZgBcV6eLFAO6FbhtMs+yhXiGJqgHAs85B+qUCwHIAH9HqdNOk1WqxY8eOwszMTM9169a5//7772feeOMN79zc3J4FtYsWLfLbuXNnvrOzsyYsLCwKAL799lu3zz77rCghIUEpCJf2SPnpp5/OKpVK7vrrrw95/fXXy7/++msXNzc34cCBA4o9e/bYL1q0yPeLL74wuYWOVMyJyePlQjuAjwF8rEgXz4CuqM8CYDL7Il9LhTRazToD6bNTAFZAd594B+sw5MpGjhzZDgBDhw5VRUVFtQNAQEBA55kzZ2y6HyMIAjdkyBABACIjI9sAYPHixeVLly4d0tbWJnr88cdrpk2bdsmdJvfff/+wRx55pHbcuHHtP/zwg/OPP/7oum/fPqeufdr7tE2ssVExJ2aFlwu/AvhVkS7moSvq9wNwYJvq2urFgSaf0cqpAGwGsDIjM3UX6zCkb67VRAUAxGKxtqamRuzk5KQ5ffq0HQAEBwer1q5dW1pUVCRNS0sLmjZtWs9Wu6+++uqQkJCQjnvuuacRACIjI5WzZ89ueOeddyoAoKOjwyQHEVTMiVni5YICwDxFuvhl6G5pexyAya5Gbedc/VlnIL0qhm7W59OMzNRqxlksykAXr+nba6+9Vj558mQ+ICBA5evr2wkAzz33nF9OTo7jhQsXRE888UTVxY9/++23/WNjYy9s377dJSkpqeXdd98t37Fjh/PYsWN5ALj77rvrn3766VoWr+VqqNEKsQiKdLEYwGwA9wGYCcDm6s8wng7OoelL13UurHOQHh0AvgOwGsBvtOWq/phboxVTRI1WiFXr2ip2E4BNinSxC4BbAdwNYBoAMctsVeKIYgCjWGYgAIBD0BXwtRmZqQ2swxCiT1TMicXp2lluNYDVinSxF4A7oCvsyWCwaK5CGtNk7HOSHmehuxb+ZUZm6lHWYQgxFCrmxKLxcqEGwIcAPlSkiwMA3AUgDcCgN7ToqyqJVXd9ZeEodAV8c0Zm6jHWYQgxBirmxGp03be+DMAyRbo4DLrR+t0w8L3rjSJ/N0Men0ADYB/+KuBFjPMQYnRUzIlV4uVCAYA3ALyhSBfHALgJQAqA8QBs9XkuFedgsqvszZgKwA7oCviWjMzUqms8nhCLRsWcWD1eLhwDcAzAW4p0sS10BT0FusVz8RjE/5NmkU8ZOI56mOtHIYBdAH4D8GNGZmoz4zzERJWWlkoyMzO9r7Q/+8aNG53b2tpE9913X6OxsxkK3ZpGyFUo0sXOACbhr+IejX4solPIUrJ3OzyZaKB4lkwLIA/A7u6PjMzUfjXOIMZ38a1plSPeGfS6FJ+8BSZxr7ox0a1phBgALxeaAWzr+kDX6vip+Ku4h17t+eWS6DZDZ7QQAoAj+Kt478nITK1jG4mYsm3btjktWbLEx9bWVlNWVmbzwgsvVHz55Zce1dXV0vfff79k6dKlPj///PPZxMTE8KioqLajR4/aR0ZGtq9Zs6Z0xYoVHq2trSIfHx/12bNnZW+++WZVfX29KDU1NWTPnj0FkyZNClOpVCKpVKrZtm1bobu7uyY4OHhkVFRUW0FBgd3jjz9eOW/ePJNqAEXFnJB+6Fodv6HrA10r5BMAxAIY3fXRM61eIwnrtXcyQSmAk9AV8D0A/qRpc9JffWm0AgB33HFHw2effXYuLi4uvK6urmffiTvvvLNx6tSp/Jtvvlm1bt06t5tuuqlRLBbjl19+OePo6Kh98803vVevXu0+f/782traWqlcLi8Ri8WYPHkyT8WcEAvStUK+DLqFWAAARbrYE7riHqviHIZBt6AuAoB9rwexbFUATnR9nOz+kwo30Ye+NFoBgKSkpDYA8PX17by4mDs6Omp9fHxUJ06csNm8ebOrXC4vaW5uFt17773Dz58/L2tubhbfdNNNDV3n6HB3d9cAl+79biqomBOiZ7xcqAWwHcD2RV1fe+7pbRyAQOhugxsBIBK6veT9oRvJm3Mjlg7o2oWWQnedu6d4Z2Smmtwe1sRy9KXRCgCIRKIrfu+uu+5qeP/9970EQeCGDh2qlsvlrr6+vp3ff/990ZtvvuldX18vufz4poiKOSFGkJGZqgVQ1PXxw+Xff+7pbS7QFfbLPwIu+rs3jLuDXSeASgDll31UXPw5Xdsm5uy2225revzxxwNfe+21MgCYPHnyhYyMDN/JkyeHDhkypDMgIKCTdca+oNXshJiJ557eJgXgDMAOuil7uz7+XQRACaC968+LP670tRYAtV1vQgjpE2q0Mni0mp0QC5eRmdoJgEbBhJC/EV37IYQQQggxZVTMCSGEEDNHxZwQQggxc1TMCSGEEDNHxZwQQohFmDNnzhU7FEZFRUUaM4ux0Wp2QgghevfP9cMH3WhlVVpJvxqtrFu3rmSw5zRXNDInhBBidrZt2+aUkpISmpKSEhoVFRV54MABu+7Rd3l5uSQlJSU0ISEhfPbs2UEXP+/999/3uP/++4dqNJpLRuujRo2KAIDbbrst8N577x02fvx4/oYbbghWq9XGfWEDRMWcEEKIWWpqahJv3779zLp1686+9NJLft1fX7hwoW96enptTk5O/qZNm4q6v/7OO+94Hj9+3O7zzz8/d/EWr5cbNWpU2759+xQhISEda9ascTXwy9ALKuaEEELMUlRUVJtIJEJMTExHXV2dtPvrBQUFttOnT28FALFY11dFqVSKPvrooyFLly4t7+1YF++GOnbs2LauPy8UFBTYGvI16AsVc0IIIWbpxIkT9hqNBidOnLDx8PDo2UOd5/n2HTt2OAKAIAgAAFtbW83KlSuLb7311uC2tjYOADo6OkRqtRoKhULW0NDQs4YsJyfHvvvPsLAwpVFf1ADRAjhCCCFmydnZWZg2bVpoTU2N9NNPPy1+6KGHAgFg8eLFlXPmzAl87733hgwdOrRj06ZNxQAwY8aMC21tbVW33HJL8JYtW87efvvtdbGxsZExMTEXXFxchO7j5ubm2o8bN453c3NTL1u2rNeRvKmhRiuEEEL0wpiNVrZt2+a0ZcsWl48//rhMn8e97bbbAl944YXKhIQEJiPygTZaoWl2QgghxMzRyJwQQoheUAvUwaOROSGEEGKlqJgTQgghZo6KOSGEEGLmqJgTQgixSM8884zf+vXrXVjnuFxtba34k08+cdPnMek+c0IIIXpXsVE86EYrvrcL/Wq0Yi7q6urEGzdudHv44Ycb9HVMGpkTQggxO9u3b3eIiYmJSEhICH/qqaf8emuaAgAbN250mzhxYlhycnJYfX29CACef/55n9GjR0ckJCSE5+bm2p45c0aalJTEx8XFhc+dO3cYAKxYscLjuuuuC5kyZUromDFjIj744AP3KVOmhCYkJIS3t7dzvTV6AYBHHnkkIDExMTw6Ojpy3759dgDwxx9/2MfFxYUnJCSEv/baa0PeffddrwMHDjglJiaGHz161EYfPw8amRNCCDE7W7dudXnxxRcr0tLSmgRBwKhRo3qdTvf19e389ttvi5ctW+b53nvvec2cObP50KFDDrm5uadFIhEEQUB6evqwZ599tvL2229vvvPOO4f/8MMPjgDg6emp/uqrr0qefPJJv0OHDjns3LnzzEMPPTT0p59+cpLJZNqmpiZxTk5O/okTJ2yefvrpgB07dhQuX7683MnJSXPgwAG7t956y2fLli1F8+fPH/btt98WBgUFdQqCgDNnzsiKiopsfv7557P6+nnQyJwQQojZmT9/fvWvv/7qfMsttwRu3LjxkkJ+8f4p8fHxFwBg/PjxF86cOWNz4sQJ23HjxrV2d00Ti8UoLi62SU5OvtD1+DaFQmELANHR0e0A4O/v3xkTE9PW9XdVXV2dGOi90cvixYuHxMXFhc+bN29YVVWVFABUKhUXFBTU2X0+Q6BiTgghxOy4u7sLq1evPrd+/fqShQsX+otEIm19fb2ovr5eVFJS0tPp7NChQ/YAkJWV5RAaGtoRFRWlzMrKcuz+viAICAoK6ti7d68DABw8eNA+IiJCCQAcx/W8K+A4rufc3W8WLm/0UllZKf7ll19ccnJy8j/44INSrVbLAYCNjY2mpKRE2n0+mUymFQThrwPqAU2zE0IIMTvLly/32rJli1t7e7soLS2tzsvLSz1+/PgInufbvb29ezqolZWVyZKTk8MAYMuWLYXu7u6aUaNGtcXGxkbY2tpqPvjgg9JXX3214p577glasmSJb0RERPusWbNaCwoKrnkt+/JGL15eXoKnp6c6KSkpPD4+vrX7cf/973/P3XLLLSFSqVQza9aspoULF1YplUrRzJkzg5cvX142YsQI1WB/HrSdKyGEEL2wpu1cDdXohbZzJYQQQqwUTbMTQggh/ZSamtqSmprawjpHNxqZE0IIIWaOijkhhBBi5qiYE0IIIWaOijkhhBBi5mgBHCGEEL1b//ywQTdaSVtaapGNVgyBRuaEEEKImaNiTgghxOz0pWtaXFxcuFKp5ADgscce8//++++dWOU1NCrmhBBCzE5317ScnJz8ZcuWlff2mJSUlOZNmzY5A0BWVpbTjTfeaDL3hesbFXNCCCFmpy9d0+699976DRs2uO/atcs+Ojr6gkRiucvELPeVEUIIsVjdXdOUSiUXExMTaWtrq6mvrxcBQHfXtJiYmI7z58/LPvvsM4+5c+fWs01sWFTMCSGE6J2hV6L3tWva9OnTmz7//HOv1atXnzNkHtaoaxohhBC9sKauaYZCXdMIIYQQK0XFnBBCCDFzVMwJIYTohVarhUqlorVYA6TRaDitVssN5Ln0QyeEEKIXKpXqGYVC8TLHcR6ss5gjrVYLQRA+HMhzaQEcIYQQYuZomp0QQggxc1TMCSGEEDNHxZwQQggxc1TMCSGEEDNHxZwQQggxc1TMCSGEEDNHxZwQQggxc1TMCSGF9tXVAAAAKElEQVSEEDNHxZwQQggxc1TMCSGEEDNHxZwQQggxc1TMCSGEEDP3/wHQ4qO6RjhfDAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,8),dpi=60)\n",
    "ax = fig.add_axes((0,0,1,1))\n",
    "\n",
    "explode = [0,0,0,0,0,0.1,0]\n",
    "# 在这里匿名函数，接收的x为百分比（小数）\n",
    "_,_,texts = ax.pie(df.counts, \n",
    "                   autopct=lambda x: f'{round(x,1)}%',\n",
    "                  colors=plt.cm.Dark2.colors,\n",
    "                  explode=explode,\n",
    "                  startangle=180)\n",
    "\n",
    "for text in texts:\n",
    "    text.set(color='w',fontsize=14,fontweight=760)\n",
    "\n",
    "# set legend\n",
    "ax.legend(df['class'],title='Vehicle Class')\n",
    "\n",
    "# set title\n",
    "ax.set_title(\"Class of Vehicles: Pie Chart\",fontsize=22)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 树形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "import squarify"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_raw = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_raw.groupby('class').size().reset_index(name='counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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51JWfkx/2+auftwz1PAAc+ogE4AhTuLMwfP60eSmhngeAQ19YqCcAHG4WT1+cOOXB13uGRYQFOvbtlPOnu8d9f9NJN4x86LNHZkjSzafedPQDnzz0nSTN+2xeypdvfNle1ur6525cEJcYV/XK31/utHL2iub+ML+95K5xS2PiY6omX/90/0BVtWnerkXhNU9eu+zj5z5qtXj6ohbVVdW+suKy8JFnHbMx7bN5qRVlFWETpkycs/TbpYmfvvhJB8moKLcwatzfxy/uOqhb4TM3Tu6xeW1GQmV5pf+Su8Yt7T6ke8GyGUsbT3nojR7GZ9Tr6N7bCnMKIjeu2Jh0+xm3Dh93z5+XdujdoTi0jyiAQxWRAOyjhV8uSD7t0tPXjDzrmB2B6sBuxzZumlB2/bM3LP5g8vttPn7+ozb9RvXP3rR6U+P7pj4w0/iMAtUBPX3dpF4n/+mUdUf99qisf1z5WN/509KaSFKjhNiKvz79f0v/M+HfXTeu3Nj4jjfvnDf5hqd7LvxyQVJYeHigtKg0/N4P7p+1ceXGRq/d92qP21+fkDZ24tjvo2Njqr+fvzruw8kfdOo+pPuiNx58vec1k/66oEW7FmWB6oAyN2RGZ2dmx9zy8m0LGuQBA3DYIhKAfTTm8jEb337s7U5z/zc3ZdhpwzKPPmPkjp8NsD/9Z/teHfIkqeugbnnTXv6sbcbqTWUd+3TcaXxGkuTz+5SdmdOox9AeeZLUrme7vK0/bG3k8/lsqy6tCiQpsXliWXhEeECSEpMTS4tyi8IbJyeWp3ZKLTA+o/a92hcX5xdFSNLbj73dYXXaqmbGGPl8PitJ1VXVvhbtWpTV7A8A9hbfMYB9FJsYV3nVY39Zcc2T1y7575PvdZckn89nC3MLwwpzC8N2btvZqGbsxpUbEyRp7cI1Ccltkotbd2tTtGHp+iY11weqA2qa2rR45dyVjSVp44qNjVM6pBRLkjHmx30aY35MDxuskMx1mfE2YJW+cmNMo4TYitztueErZ69ofu8H98+6+I6xy2rG+cP91Ts27Yis2V9YeJgNBOxPGweAXWAlAdhHU5/5sO2Sbxa3rCyv9A8+eUiGJB1zzm823nXexBHN2zQvjE2MLasZm7t9Z/Sd59wxVNKP5yS06tI6/5bT/nZUWER4YOzES5addc3Z6yZf/3T/T577qHPzdi0KB44etPPj5z6K2dM8IhtFVd1zwd1DivOKIsf9ffzihKYJlY0ax5ZPOOu24W27t8utGXf+TResfPyqxwb5w/yBXkf33n7u/523obK80n//xfcOvPC2P65q07VNSX08TgAOf8Zau+dRB1HGWadNbdAdYr9Mf+CCUE8Bu5H2WVrSwi8XNL/8oStWhnouR4LXZieEegrAAft07Olj9vU2HG4AAABOHG4ADkODTxqcM/ikwTmhngeAXzciAQixGe99m1yYWxgx84Pv2hifsdWV1b4/3TN+aZcBXQofvfyRfjvSt8eFR4VX9Rzea8f5f7tg/bRXPkvx+Xz2hAtHbw313AH8uhEJQIh9++43bW78998WjL7oxC3hkeF2/rS0Jh8/91GHLpOvWyJJ4++7dHGXAV0Ka8Yf94fjt95/8b2DiAQA9Y1zEoAQys/JD6ssr/RHREXY8MhwK0klhSXhqZ1SCyTJyNgXJvy7z8SzJwxbnbY6XpLCwsNseER4IGtLVkQo5w7g14+VBCCENq1Mj22cnFgqSTlbcyIevfThwfnZ+dF/efzqNEn6093jViY2T6zcsHR97L9ufrZfzcc9J6U0Lf5h2Q9xzVKbcV4CgHrDSgIQYuGRYQFJSmqZVHHfRw/MvOLhK+e/9ehb3SQpsXlipSR16NOxSJKqq6q9G1k+DAlA/SMSgBBq06NtUc7WnTFVlVWm5t+BaNQ4tjIiKqJakgpzC8MkKTszO6K6strnD/NLknK25sS079WuKFTzBnBk4HADEEIJSQlVxhibvSU7ctK1/xxgjLHGZ+wld/5puSQ9ftU/+pcWlYTbgDXnXnfeCkmqqqwyFeWV/matkstDO3sAv3ZEAhBio84blb7g8/lN//7BfbPqXjfhjTvS6l729ZSvWg4/fURGw8wOwJGMSABCbOSZx+zY86ifjP7jiZn1NRcAqI1zEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAQL3KWpKW+N0tVx49a8I1I1a8+FRXSZpx8xUja67/7tarjpakmbdfPaK6osJI0vJ/P9Ft27wZTUMzY9QIC/UEAAC/bjsWzU1uf+rZa1JHnrDDBgK7HNeka6+srXO/SW41cvT2/A1rknpccvXqBpwmHFhJAADUq/annbMxe/miZgseu7Nf5uzpyb8YYK0kKWXkCZnb581MyV6+KCE2tW2+z+9v6KmiDlYSAAD1KiIuobLvlTeuqK6oMDNvveqY1KOO22GMsRWFBWGSVJab3UiSEtp1Ki7P2xm95dvPW7ccMWpLaGcNiUgAANSzDVPfapu1dH7LQEWFv/ngozIkKfWY0Rvn3HP9iJjkloXhsfFlNWObdO+zY+vcb9r2ufLG5aGbMWoYG1zmaSgZZ502tUF3iP0y/YELQj0F4JDx2uyEUE8BOGCfjj19zL7ehnMSAACAE5EAAACcOCcBANAgtsz4IrmiqCAiuf/Q7OX/fqJ3dXlZWONO3XN6XHzlmlWv/qvTzlVLmttAwKSOHL2x/alnbc5aOr/xzlVLm3T9/bgNoZ77kYpIAAA0iC0zvmgz8Ia7Fyx64p7+vcb/dVmjFik/nrDY6jejM7tfdNm66ooK892tVx7T7pQzNzfrMyhvw4dvdrGBwAbjY+E7FHjUAQD1rrwgLyxQWeE3xqgsNyd61ctP95g18drhWYvTEiUprnX7EknyhYdb4/P9eEZ9TPOUwpzlixqHat5HOiIBAFDvCtM3xEYmJpWW5eZElO7YFt/94itX9rv6loXfv/mfnrXHrX33lfbN+g7ONMZIkqKbtSgpyPghLiSTBocb4HZa24Z9ayxwKHttdqhn8OvgCwsPRMQnVEY1aVrcqEVqmSQZn88GqqqMLyzMbp3zbdO8tauSBv/t3vk/3YrvRaHESgIAoN7Fte1QVLYzKyYsKjrgj4qurCjID6ssKfYHqqt9vrAwm7duVeyGj9/u0v+a2xbVPv+gNGt7TFzrdoUhnPoRjZUEAEC9i4xvXCVjbFVZma/zWRetTnvo9iE2UO3rOOa81ZK0+rXnelaVlESkPXjrEEkadMM9aRHxCVXF27bEJfXsvyq0sz9yEQkAgAbR6jcnpWd89XFK+1PP3tys3+BZta8bNvGxuXXHZy9d0Dixc48c/qGn0CESAAANIvXo43fsy/imfQbmNe0zMK++5oM945wEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIiFEvi8ojH4/I7NZqOcBAMCuEAkhsqGwOGb69iwiAQBwyAoL9QRCIWCt/pK2qNf6wuJ4Y6SXRwxOSy8qibptyfI+1kojmiXtuLtvz7W3Ll7eZVNxSaP8ysqICOMLjGiWlDV9R1bzaL+/+q2Rw+ZPXrO+1Ywd2cklVdVhxdXVYc8O6b+wQ1xs2UUz5/XPLi+PqrYyTw/pv6hzXGzpO5s2J09es6FzmM/Y89q0Sv9i247mq/ILm5z81YyE144akpYUGVkV6scFAIDajshIeDN9c3O/MXba8SNnSVK1tbpi7sL+D/Xvs6RvYkLR76bPGvp9QWG0JHWMbVR4V9+e6y6elda/ylozddRRc8/9ds6gpbn5jSTJZ4x9f9SIeR9szmz66Kq1nZ4a0n/55CH9l8aFh1dP2ZjR/Lm1P7S9v3+v1Y+vXtft41FHzUyICK+utlYp0dFln23dXvb4oL4rQ/lYAACwK0dkJKwtLIodmtRkZ83XfmOUW1EZ2b9J4yJJ6hofl7+moKiRJPVoHF8oScmRkaW9G8cXSFKzqMiynRUV4ZLUIyE+X5KObpaU9591GztWBQK6edHy7msLi+IrAwFfu9hGhVtLSiOaRUaUJUSEV9fsDwCAQ90ReU5Cl7jYorSc3CY1XwesVWJEePminXmxAWv1fUFhQpf42GJJMjK2ZpzRTz/crfUuXpVfkCBJs7J2Nm4VE108J3tnws6Kishpx4+cdXnnDmuttaZlTHRFdnlFVEFlpV/yVi7CfSYQsJZaAAAcso7IlYTz2rba/vX2rOTRX84YEW6M/c/wQfNv7tl19U2Llva1VjqqWdL2rvFxpXuzrSprfb+dPnNoaXXA/+yQ/gubRkVW5pRXRJ7+9cxhbRvFFEreysE1XTutPuObWcMjff7qc9qkbjqzder2h1euSfj9jDkDnxk6YHFiRER1/d5rAAD2jan5jbihZJx12tQG3WE9mrxmfaviquqwG3p02RjquRxsjd44P9RTAA4ZF0xpHOopAAfs07Gnj9nX2xyRhxsAAMCeHZGHGw6WK7t03BzqOQAAUF9YSQAAAE6sJOylt9I3J+dWVERc3rnD5rWFRdEnfTnj2LdGDpsxKCmx8Iq5C3tvLC6OlaS1hUWJs0469vNPtmxr5jfGXtyh7dZQzx0AgP3BSsJeeis9o83YDm23SNJjq9Z07BYfl1tz3TNDByz79LiRs58a3H9R17i43OZRUZUXtm+z9f2MzFahmzEAAAeGSNgL2WXlYeWBgD/K77er8wujjYySoyJ/8RbJtzdtbnlCy+RMSYrw+Wyk3xfYXFwS0fAzBgDgwBEJe2FFfkFs86ioUkn6x+o1na7t1mm9a9xX27JantOm1baar1Ojo4uX5uXHNdQ8AQA4mIiEvRTp8wVW5hfESJLrg5Y2FBZF+Y2xbRrFlNdcZsUnKgIADl9Ewl7omRBflFlaGrNoZ178D0Ulcb+dPnPooty8prcsXt67vLraSNJbm7a0PKFF8s9OUswsLYvp1TihKDSzBgDgwPDuhr3QNCqyyidjz2ydsuPC9m22SdIls9L6Xd210/pIv99K0lfbdrR8ftjABTW3qQgETFl1tb/2ygIAAIcTVhL20h/atU5/aUN6Ss3XL44YvHhQUmJhzdfTjh85q3YQvP7DppZntErJaOh5AgBwsLCSsJfObdtqx76Mv6Rju8z6mgsAAA2BlQQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAhMjFv3+iz66uG9L7xpENORcAcCESgBB5+c1rl4Z6DgCwO0QCUM+m/jct6ZRj7x586nH3DB7a56aRs7/7Pk76abVgS0ZOxCnH3j34N0NuG3HumIf6177tk4993Gr8RZN6BQL2Z6sLw/v97WhJOv/MR/uNu+DJXseNmDDsjJPvH1hVWd2Qdw3ArxyRADSAwoLS8I++uD3t2RevXPj3O97qVvu6uye81fkPF43M+GbevbOmvH/DoprLH77v/TYrl2dLZi1yAAATl0lEQVTE//vVq5f7fGaX2+7Ru3XBV7PumdOufXLxKy9Ob1GPdwPAEYZIABpA1+6pBT6fUb8B7Ytzc4sjal/3w4btsaNP7rtTkvx+73/JivIq/6svTO9w3yMXfe/coP3pPwcP7ZwvSQOHdMxdv3Zbo/q5BwCOREQC0ADWrM6MDwSsli1Oj0lMbFRR+7oOHZsXfjltaaIkVVcHJEkRkWHVDz4+dskFZz02sLi4zCdJlRVVvqrKaq1etSU6P7/kx9BYkLY+QZIWzt/QuGPnFsUNdqcA/OqFhXoCwJEgNjaq6rTj7hmyc2dR5ONPj19c+7oJd5+3bvxFk/o9P/nzji1TEkumvH/DYkk6+bT+uaUl5RvOP/PRAW9PvWnBKWMGbjlq4C0ju/VIzYuLj66suf3SxRsTjhs+YVh8Qkzlw4+Pda88AMB+MNbaPY86iDLOOm1qg+4Q+6XRG+eHegq/GlP/m5b0ydQFzSf/54qVB3vb55/5aL+/3jRm/dDhXQoP9rbxkwumNA71FIAD9unY08fs62043AAAAJw43ADUszFnDs4Zc+bgnPrY9hv/vX7xnkcBwP4hEoAQe/3lb5N35hRFvPX6d22MMbaqqtr32FPjlg4d3qXw0ouf6rlmdWZCWVml/89XnLD+0qtOzPzXU9NS/H6fHX/FCVtDPXcAv24cbgBC7PWXvm3z5ytO2PL5d3fN/mbevbNvmXjOqn8+8lEHSZr03GUrv5l376zPvpk465lJn3WSpEsuPW7rO2/OahXaWQM4EhAJQAhl7cgPKy+v9EdFR9jIyHArSfl5xeHderQqkKSaywoKSvztOyQXSlJERJiNjAwPbErPitj1lgHgwBEJQAgtW5Ie26JlYqnkfTzz0QNuOequ297s/Zvje+6sGXPOmIf6jxp6+6iRo3pm11zWuk3T4sULfogLxZwBHDmIBCDEIiLDApKU2jqp4ruF98985oUr5t8z4e0fP7r5nak3LZqz5MGvn3t6WqeaD1uy1u76c5oB4CAhEoAQ6t23bVHm5p0xFRVVpiYAEpvEVkZHh1dLUklJuU+SYuOiq2NiIqtqPrZ5c0ZOTN8B7YpCNW8ARwbe3QCEULPkhCrjMzZjU3bkuAueHGCMsT6fsY88eclySfrDGY8MyM8rCa+uCviuvu7UtZJUUVFlyssq/W3bJZeHdvYAfu2IBCDE/vinUekffzC/6Tfz7p1V97oPp902v+5lLz3/Vcuzfz88o2FmB+BIRiQAIXb+H0fu2Jfxl151YmZ9zQUAauOcBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4BQW6gng0JTw7rRQTwE4ZHwcHuoZoIbvhKNDPYUjCisJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIA7LcfdhRFXvWfOV3qXn7S/Z8PWLE5L9p1m3P+Mb1P/c8MOHh+SM+OvPLG137xOq/x6jtzm/3rlRktGnJODSUs1BMAcPhqnxxb/vS4YWv25Tbv/N+opfU1H6A+tG/btHzywxfu8nV+0TlDsxpyPg2JSACwS+/NS096aOqKTpHh/sDW3JLo607rsfaNmT+0yiosj/r05uPnFpZV+a99aV6PL247ccEbs35oduc7S7q3ToopziuuiJCk579a2+Ifn6zsFBXhr/7dwNaZd5zdN73H9R+MXPno72accO+0gbnFFRFFpZXhrZIalXx+2+j5F02a0WvN1oI4v89nX/nL0Yu7tIwvC/VjgF+/9z5amPTAk592iooMD2Ruy4u+/qoT177+7txW2TlFUZ++de3cwqJy/zW3vtHjq/euXzDg+HuGd+/SsmD5qsyELp2aF779/OXLHpr0Waui4rKwFskJ5Rs2ZsU8cte567N3FoWd+od/Dpr9v5vnDD/1gaGVldX+8DB/4JMp18xv2iS2qu2AW0Z179wif0N6VtzlY3+z/vorR28J9ePgwuEGALtlrcw3d5yUNm5Upx/enL0x9ZuJJ6edNbjN5ldmbPjZ8up97y/rOn3CibM/vOG4RdvySqMl6b/zN7V87rLhSxbcd/rs287snV57/Be3nbjguztPntM0Pqps4tl917zy7frkhJiIyvn3nT77vj/0XzXx7cWdGvJ+4ghnZb798Ma08Rce/cOb/01LnTH1prSzTh+w+ZW35vziMMK5YwZtXTL9jlnfr9sWl5Vd+OMv2388d9j2L2esbi5JL06Z1eKU43tt8/t9+vLd69IWfTVh1onH9tj+7EvfpkhSbl5x5KuTxy+b++ktM194fWa7Bruf+4iVBAC71S0lvkCSWic1KuuemlAgSa2SYsrWbSuMqT2uOmBNy8SYSknq3NK7zd3n9lvz4AfLO9z3/jL/X07stvGUfql5tW9zwaQZvceN6pR+TPfmBVMXZjT7fNnWFgNv/aiJtTItGkeXNsw9BKRunVt4r/PUJmXdu7T0XucpiWXrNuyIqTt25PDO+ZLUollCWVZOYXjN5XGxUYHkZvGli5Ztivnw0yUtX35q3JK8/BL/+Zc/32fr9rzowqLy8JOP67lVklo2Tyhp2iS2SpKsZBriPu4PIgHAbhnz0/cvU+t7mbU//8bm9xm7La80PCEmvGrdtsJ4SerSIr70rb/+ZtnabQVRFzw5o/8p/VJn14z/2+sLOnRoFlcy/tjO2yWpe2rjovLKQOY/LxmyVpLKK6sP2W+c+PX52eu81ivPyv7ideirdUnA/vy68347MPOJf33Ztro6YNq1Tqp45qVvWrRIji/735RrFt1+//vtd+YWh9fd36GMSABwUNx6Ru/vR9392bCUxJjS5ISoUkn6v5fTuizcuLNJSXmV/8rRXTfUHv/Ep6u69WzVOHfgrR81G9Qhaefk8cO+v3jF1qaDbv1ouCSdM7Tt5pt/1zsjFPcF2F/nnzkk67o73u538zUnr5Sk40d2y3ts8hedR5z6wJBmTePKU1s0PqxWyIy1ds+jDqKMs06b2qA7xH5JOScp1FMAgF/wnXB0qKdw2DLJl43Z19tw4iIAAHAiEgAAgBORAOCgeOmbdcmPfryilSSt2pIfHXXxq6fOWrMjTpLufGdxu5Qr3z7+hHunDawZP+mz1SmTP/++ZajmC+yPF6fMSn7k6Wmtxlw0qW/jTteeeMeDH7SruW7igx+2a9nrhuOPO+vRH1/nTz7/VcrTL0w/bF/nRAKAg+KFb9a3uWp01y2SdNe7Szr2bp2YW3PduFGdMv938/Gza4+/7PjOW9+Y9UOrhp4ncCBeeGNmm7+MG7Xl8b//fvWtfz11Ze3rxl14VOanU6792ev88ouP2fr6u/MO29c5kQDggO3ILw0rr6z2R0eE2WUZudFGUstan3PQpmlsRZjf97OzpCPC/DYy3B/YmFUU0eATBvbD9qyCsLLyKn90VITt2K5Zed3r27ZKqvCH+X/+Oo8Is1GRYYGNGTmH5eucSABwwBan58a2TIwplaS7313a6faz+qzfm9u1TWpUvGBDTlz9zg44OBYvz4hNaZ6wz29hbNMqqXj+4o2H5eucSABwUESF+wJL0nfGSFLPVnv3XvBD+ZPmAJfIyPDAvt7G9YFMhwsiAcAB69c2sSgjpyRm7rrs+HXbCuJG3PHJ0Lnrspte9Z+5vXf3yYmbcopjBrRPKmrIuQL7q1+v1kUZmTt/8THNe5KxeWfMwD5tD8vXOZ+4COCAJSdEV/mM7AVHtd9x2fFdtknSbx/+qt/Nv+u1PjLcbyd9tjrl+a/XttucUxI75PaPh82++5Q51QFryiqq/e2TY39xbBc4FDVvFl/lM8YWFZf7rr1tSpevZqxuEQhYbdiY3ejVyeNXPPn8VynPvTqj3ebM3NjBJ947bM7/bplTXR0wpeWV/vZtmx6Wr3M+cRFOfOIi9tXL365P3p5fFnHjmJ6b92b8U9NWpxjJXnVit631PTf8eoT6ExdfenN28vasgoibrj5pr17nk/79dYoxsn8Zd2zIX+f784mLRAKciAQAh6JQR8LhjI9lBgAABw2RAAAAnIgEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAApwb/p6K/eL+soXeJ/XDxOaGeAQAg1FhJAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAODU4P8K5KFmpd2ZMEVrexoZxSq8/K/quzDc+Oz+bm+LLYrOUFHsMNMi62DOEwCAhnbEryQ0U3TZLRo49y4zZFZTRRXPUGaLA9neVpXELNPOZnszNmD3u0UAAKh3R/xKQjMTXV7z336ZgF/G5tny8H9oySBJipK/6hYzMC3DFsW8qFW9q2R9qWpUcJnpuWKtzYt7TWt6BS/Lv9L0Wv61trTNUFGTiXZewg3ql/adtraYrW1tApL5ndqvHmyScybaecNbqVH+NpXETdDguaG79wAA7NoRHwk1Mm1x9FrlNztfXdYuUlZSK8XmX2p6rKz5bf8Nre0+Vt2WtTFxJZPt8l4r7M6EjoovnKjBs40xetAuHJRuCxsdq9T0Rcouu9T0WLnTlkXM147UuzRkVpmq/Q9p0eDBSs6RpL5quuNS03xlSO80AAC7QSRIKrQVYc9qRf/x6r443PjsANssZ43yEh+3S/qlqFHBeeq0IVulsf/Wqr6yUoWqw7JVmh0tf/XrWtuz0gb8eSqPzlZpZO3tZqo4JktlcXcqbbgklajqx+u7KzGvoe8nAAD74oiPhGob0JNa1v80tV3TzsQXS1KVAuYi03WtJN1t04Zm2uKtTRVddKG6rEw1jUqttaqWNc9pZc9jlfrDUabljgftwkFWMmHyBayskaQUNSppruiCWzVwnjFGlTZgavbrk+GEBADAIe2Ij4SvtCVls4qafKz0sI9teudjlJKeqMiy9+2GbgHJJCqypIViSs9X51UvaFWfKhvwGRl7qXos6a+m29/Vhp7f2a1tAsEw6Kj4wve0IeEhu3DgVeq9eJCSt0xU2giflW2hmIIr1GtFqO8zAAB7w9gGPsP+Bd/xUxt0h9gvF7+aGuopAMAv+E44OtRTOGyZ5MvG7Ottjvi3QAIAADciAQAAOBEJAADA6Yg/cXF/fGe3JhepMmKaNnWOU0SZJJ2qtmuHmubZz9oVPX+n9utbmJiyUM8TAIADwUrCfvhOmW2OU+qWSPmr7jJDZt9lhsweappnS9IopWR8ovR2oZ0hAAAHjkjYRwW2IqxSAX+E8dtKBfwT7bwRj9rF/fNsebgkdTWJBekqbBLqeQIAcKCIhH20SYWxjRVZKkm3adDMu8yQWT3VJGuK1napGVMta6ptIHSTBADgICAS9kOYfAFJSjSRlZI0SimZmSpJCO2sAAA4uIiEfdRGcUW5Ko+psNWm3Fb7JGmxspOSFFlcM8YnY/2GhxYAcHjj3Q37KN5EVBkrm6WyqElaOijc+qvDZAKXqsdiSfre5sa3VWxuqOcJAMCBIhL2wzFKSV+q7KT7zfAZda+brszWv1W79aGYFwAABxORsB+OMi137Oq6y01P/gEnAMCvAgfOAQCAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADAiUgAAABORAIAAHAiEgAAgBORAAAAnIgEAADgRCQAAAAnY60N9RwAAMAhiJUEAADgRCQAAAAnIgEAADgRCQAAwIlIAAAATkQCAABwIhIAAIATkQAAAJyIBAAA4EQkAAAAJyIBAAA4EQkAAMCJSAAAAE5EAgAAcCISAACAE5EAAACciAQAAOBEJAAAACciAQAAOBEJAADA6f8DgCiW5OO75MsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,8),dpi=60)\n",
    "ax = fig.add_axes((0,0,1,1))\n",
    "\n",
    "# draw treemap\n",
    "squarify.plot(sizes=df.counts, \n",
    "             label = df.apply(lambda x: f\"{x[0]} \\n({x[1]})\",axis=1),\n",
    "             color = [plt.cm.Spectral(i/float(df.shape[0])) \n",
    "                      for i in range(df.shape[0])],\n",
    "            alpha = .7\n",
    "              \n",
    "             )\n",
    "\n",
    "# set title\n",
    "ax.set_title(\"Treemap of Vechile Class\", fontsize=22)\n",
    "\n",
    "# lighten border\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_raw = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_raw.groupby('manufacturer').size().reset_index(name='counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAAAmRWkHAAAAAMCkKO0AAAAAAJgUpR0AAAAAAJOitAMAAAAAYFKUdgAAAAAATIrSDgAAAACASVHaAQAAAAAwKUo7AAAAAAAm5WZ0AAAAAAB/TLdu3eTr6ytJCg0N1ZQpU5zT4uPjFRcXJzc3Nz377LNq166dUTEBlABKOwAAAFCK5OXlSZJiY2P/Y1paWppiY2O1YsUK5eXlqW/fvmrVqpXc3d1vd0wAJYTb4wEAAIBS5OjRo7p+/boGDhyoJ598Uvv373dOO3DggJo2bSp3d3f5+vqqevXqOnr0qIFpAfxZXGkHAAAAShEPDw8NGjRIvXr10qlTp/T0009r7dq1cnNzU1ZWlvO2eUny9vZWVlaWgWkB/FmUdgAAAKAUqVGjhu68807ZbDbVqFFD/v7+SktLU0hIiHx8fJSdne2cNzs7+6YSD6D0Mfz2+KysLLVu3VoxMTF66qmnjI4DAAAAmNry5cs1depUSdLFixeVlZWloKAgSVKjRo20b98+5eXl6dq1a0pJSVHt2rWNjAvgTzL8SvuJEycUHR2toUOHGh0FAAAAML2ePXtq7Nix6tOnj2w2m9566y3FxsaqevXqevDBBxUTE6O+ffvKbrdrxIgRKl++vNGRAfwJhpf25ORkbdu2TTt37lT37t3Vo0cPoyMBAAAApuXu7q533333pr9FREQ4/927d2/17t37dscCcIsYXtpDQ0P10ksvqWHDhho0aJDatWungIAAo2MBAAAAt016bq4KioqMjuFUztVV/h4eRscAIBOU9saNG8vDw0MuLi5q3Lixzp07R2kHAABAmVJQVKTK77xjdAynSy++aHQEAP9i+EB0s2bN0o4dO1RcXKzDhw+rWrVqRkcCAAAAAMAUDC/tAwYM0Pz589W3b1916tRJFStWNDoSAAAAAACmYPjt8cHBwYqNjTU6BgAAAAAApmP4lXYAAAAAAPD7KO0AAAAAAJgUpR0AgDLul19+UWRkpFJSUm76+8aNG9WjRw9FRUUpPj7eoHT4M1i2AFD6Gf5MOwAAME5BQYEmTJggj397H3NBQYGmTJmi5cuXy9PTU3369FG7du0UFBRkUFL8USxbALAGrrQDAFCGTZs2TdHR0apcufJNf09JSVH16tXl5+cnd3d3NWvWTAkJCQalxP8FyxYArIHSDgBAGbVy5UoFBASodevW/zEtKytLvr6+zs/e3t7Kysq6nfHwJ7BsAcA6KO0AAJRRK1as0M6dOxUTE6OkpCS9/PLLSktLkyT5+PgoOzvbOW92dvZNRQ/mxrIFAOvgmXYAAMqoTz75xPnvmJgYTZw40flcc1hYmE6fPq309HR5eXkpISFBgwYNMioq/iCWLQBYB6UdAAA4rVq1Sjk5OYqKitKYMWM0aNAg2e129ejRQ8HBwUbHw5/AsgWA0onSDgAAFBsbK+nXq7AO7du3V/v27Y2KhBLCsgWA0o1n2gEAAAAAMCmutAMAYCHXc/NUVFxsdAxJkquLizw9yhsdwzLyi4plt9uNjuFks9nk7sr1HwC41SjtAABYSFFxsSbPjjU6hiRp/LAYoyNYit1u1+qUS0bHcHokrPJ/nwkA8KdxehQAAAAAAJOitAMAAAAAYFKUdgAAAAAATIrSDgAAAACASVHaAQAAAAAwKUo7AAAoE4qKijR27FhFR0erX79+OnPmzE3TN27cqB49eigqKkrx8fEGpQQA4GaUdgAAUCZs2rRJkhQXF6fhw4drypQpzmkFBQWaMmWKPvroI8XGxmrp0qVKS0szKioAAE6UdgAAUCY89NBDmjRpkiQpNTVVgYGBzmkpKSmqXr26/Pz85O7urmbNmikhIcGoqAAAOLkZHQAAAOB2cXNz08svv6z169dr1qxZzr9nZWXJ19fX+dnb21tZWVlGRAQA4CZcaQcAAGXKtGnTtG7dOr366qvKycmRJPn4+Cg7O9s5T3Z29k0lHgAAo1DaAQBAmfDFF19o3rx5kiRPT0/ZbDa5urpKksLCwnT69Gmlp6crPz9fCQkJatq0qZFxAQCQxO3xAACgjOjYsaPGjh2rfv36qbCwUOPGjdO3336rnJwcRUVFacyYMRo0aJDsdrt69Oih4OBgoyMDAEBpBwAAZYOXl5dmzpz5P05v37692rdvfxsTAQDw31HaAQBAqZSfmaniwkKjYzi5uLnJvUIFo2MAACyG0g4AAEql4sJCrWzd2ugYTt23bTM6AgDAghiIDgAAAAAAk6K0AwAAAABgUpR2AAAAAABMitIOAAAAAIBJUdoBAAAAADApSjsAAAAAACZFaQcAAAAAwKQo7QAAAAAAmBSlHQAAAAAAk6K0AwAAAABgUpR2AAAAAABMitIOAAAAAIBJUdoBAAAAADApSjsAAAAAACZFaQcAAAAAwKQo7QAAAAAAmBSlHQAAAAAAk6K0AwAAAABgUpR2AAAAAABMitIOAAAAAIBJUdoBAAAAADApSjsAAAAAACZFaQcAAAAAwKQo7QAAAAAAmBSlHQAAAAAAk6K0AwAAAABgUpR2AAAAAABMitIOAAAAAIBJUdoBAAAAADApSjsAAAAAACZFaQcAAAAAwKQo7QAAAAAAmBSlHQAAAAAAk6K0AwAAAABgUpR2AAAAAABMitIOAAAAAIBJUdoBAAAAADApSjsAAAAAACZFaQcAAAAAwKQo7QAAAAAAmBSlHQAAAAAAk6K0AwAAAABgUoaX9vz8fD377LOKjo5WfHy80XEAAAAAADANw0v7N998o9atW+vTTz/V2rVrlZeXZ3QkAAAAAABMwWa32+1GBnjzzTfVs2dP1alTR1OnTtXjjz+uevXqOadHRESoSpUqBiYEAAAAAODW+/nnn/XDDz/c9Dc3g7I4ZWdny8vLS5Lk6empnJycm6b/e2AAAAAAAMoKw2+P9/Ly0vXr1yVJ169fl4+Pj8GJAAAAAAAwB8NLe/369fX999/LbrcrKSlJNWrUMDoSAAAAAACmYHhpf/jhh7Vz50717NlTHTt2VPny5Y2OhBJWXFxsdATcQixf6zJ4yBMAAADIBAPRlSXr1q1To0aNFBISYnSU2yI/P1/u7u5Gx8AtkJ+fr127dikyMlLSr8XdZrPJZrMZnAwoGXa73fLr888//8xArwBKjbKwXQb+J4ZfaS8rioqK9MEHHygjI0Pfffedrl69anSkW+7HH39UQkKC4uLidPDgQUm/XbkrK+eKrPo9V65cqb/+9a8aPny4kpOT5eLiIpvNVuauult1+b7++ut69913VVRU5PybVZdtYWGhJOn8+fM6cOCAtm3bJkmWPTB0LNOEhAS9/fbbysjIMDjR7VdcXGzZ3+6NMjMzJVn3t1vW3LjOXrt2zcAkt4djW3Xw4EElJCRI+nW7XBZ+uw5l6bviv3OdOHHiRKNDlAUXL15U165dFRAQoCeeeEJr1qyRv7+/7r77brm4WPPcyffff6+xY8dq3bp1ioyMVM2aNZ0HwlY9IHa4cuWKypUrJ1dXV6Oj3BKenp4KCQnR3r179cknnyg9PV2NGjWy7OMtjjsJCgoKlJmZqevXr8vT09OS67Hdbld6eroeeeQRjR07Vlu2bFFkZKTc3Nyc063yve12u1xdXXX9+nX16tVLn3/+ufbs2aMjR44oIiJCnp6eRkcscY79zSuvvKKwsDC1a9dO0q8HyFbcF924vp44cUL5+fny9fV1nmS0yrr875KTkzVw4EB16NBBvr6+Rse5ZRzr7a5du7Rhwwb5+fmpYsWKRse6JYqLi+Xi4qJPPvlEM2bMUG5urho2bKiCggJLHms4tkcTJkzQ0qVLlZaWppo1a1p6fZakM2fO6NKlS/Lz83MuVyvtdx0cv92jR4/qypUrcnd3t+wxZEmhtN8Gp0+fVnR0tHx8fBQUFKRu3bopKytLc+bM0caNG1W3bl0FBwcbHbPEhYeHa/Xq1crKytKZM2d07do1paWlaffu3apfv76lDhALCwvl4uKib7/9Vu+9955WrlypH374QXXq1JGfn5/R8UpUUVGRKlWqpOTkZKWmpsrNzU2HDh3SF198oYKCAjVp0sSSOxibzaZJkyZp6tSpOnr0qDw8POTv72+5Ymez2VS7dm15eHgoKSlJ3333nRYsWKAKFSqoQYMGllqujvV09erVys/P1+TJk+Xi4qJvvvlGERERqlatmtERb4k9e/bok08+0bFjxxQYGKg6depYant8I8cynj9/vqZMmaLPPvtMGRkZatq0qcqVK2d0vFvCbrersLBQX3/9tZKSktS8eXN5eXlZ7iSF3W6Xi4uLrly5or/85S/avXu3Fi1apJycHNWtW9dS22bHd718+bIGDx6s/v3765FHHlFsbKz27Nmj++67z+iIJerGY4jg4GDl5eVp69at2rRpk9LT0xUREWGpddlRYFesWKFRo0Zp27ZtSktLU0BAgAIDAy31XaXf1ucLFy4oOjpasbGx2r9/v6pWrapKlSo5LxLgZpT228DNzU3JyclasmSJTp8+rapVq6pLly5q3bq1tm/frrvuukvh4eFGxywxNz7fHBAQoBdeeEHHjx/XihUr9PXXX6thw4aW28G4uLjIbrerT58+euaZZ7RmzRpdv35dFSpUUO3atS11FtzFxUV5eXl67rnnNHToUI0aNUqenp7atGmTJOmRRx6x1A6msLBQrq6u2rNnj2bMmKEhQ4bo888/144dO3Tw4EGFhoZa5rlgx4GSzWZTZmamWrVqpRYtWig/P18ffPCBEhMT9fjjjxsds8TYbDadOnVKL774osLDw9WzZ0/dd999+vrrr+Xh4WG57ZRDhQoVFBwcrCtXrmjr1q3avHmzwsPDValSJaOjlaiioiK5urrq2rVrev3119W1a1cFBgZq69atWrBggerUqaPq1asbHbPEXbt2TZUqVdKdd96ppUuXyt3dXU2bNrXUdtnBZrNp8eLFCg0N1eTJk1WlShUtWbJEsbGx6tOnj2Wu3DmW3YYNG3Tu3Dm9+eab8vT0VFJSkrZv367OnTtb5iSUYz+UmZmpDRs2qEWLFoqMjJSXl5e+++47Va1aVW3atDE6ZolyHEP269dPI0aM0IkTJ7R3715t3rxZmZmZat68udERS5zNZtOSJUsUEBCgp59+WgkJCZo7d64uXbqkyMhIy55I/jM4lXGLFRUVycfHR++++64kafv27dq1a5ceffRRdenSRXPnzrXMAb/029kzSYqPj9eJEyd09OhRTZ48WQcOHNBPP/2kXr16GZzy1nC8sjAjI0NFRUUaOHCgZs6cqRYtWljuwPDKlSu64447dOTIEXXu3Flt27bV6tWrNWbMGKOjlTjHGd/NmzfriSeekJ+fn6Kjo3XmzBmdPXtWdevWNThhySkuLparq6s++ugj/fOf/9Rdd92l4cOH6/nnn1eLFi0UGhrqnM8qO9SsrCxVrVpVK1as0OXLl1WtWjWVL19eUVFRkqzzXR3f49ChQ0pKSlJISIiefPJJHThwQKtXr3Y+228ljpOly5cvV2hoqHr06KGgoCBt2bJFy5cvt9x22eG1117T5cuX1bNnT911112aPn26PDw8FB0dbakBQ202m06ePKkvvvhCISEh8vb21uDBg9W2bVsdP37ckrdR169fX2fPntXAgQP11FNPad26dQoNDZWnp6dl7nBzfIfFixfr73//u7p06aJ+/frp3nvvVY0aNTRo0CCDE94a33//vSIiIhQcHKxq1aqpd+/emj9/vvMEhVWWr/TrMk5KStKyZcv0l7/8RV26dFGXLl20cOFCFRYWys3NzVLft6Rwpf0Wc+wgx40bp6KiIs2cOVM1a9bUwoULtWvXLvXu3Vs+Pj5Gxywxjh/Z7NmztWbNGrm4uCguLk75+fnq0qWLmjRpYnTEEnXjc6BBQUFavHixVqxYoYYNG+rixYtydXVV//79jQ1ZQhzf9ezZs9q/f798fHw0b948rVq1Sp9//rmqV6+u6Ohoo2OWqKlTp+rixYuqV6+e7rjjDl26dEk7duxQ8+bN9eOPP6pXr15q2LCh0TFLhOOE26VLlzRkyBANHjxY27Zt0/Lly5WSkqLWrVs7f7+lfUfqWJcLCwsVEBCgJk2aKCIiQps3b9aGDRvUpk0bPfroo5JK/3eVfivsx48f17PPPqtr165p1qxZCgsL0+DBg9WhQweFhYUZHbNEJSYmqly5cvLy8tKkSZP0ww8/6PTp06pcubJatWqlDh06KDAw0OiYJW7evHk6e/asAgMD9dVXX6lChQpKT09XQkKC2rdvr4CAAKMjlqgLFy7o3LlzOnDggHbu3Knc3FxFRkaqdu3aRkcrcb/88ovKly+vatWq6dChQ4qPj1doaKimTZtmmZLj2DYfO3ZMISEhatWqlZYtW6YlS5Zo9erVat68uXPbbAXXr1/X1atXZbfblZGRocqVK+vo0aMqKCjQzz//LD8/Pz355JOSrLEvutGePXt04MABrV27VmlpaWrYsKEeeOAB3XPPPZKsdZKipFDabzGbzaa8vDx99tln8vPzU9euXdWgQQNdvHhRLVu2VNu2bY2OWOLy8/M1a9YsxcTEKCkpSU2bNtXFixdVVFSkevXqGR2vRDkK+6RJk1RQUKBhw4YpKytL+/btU/Xq1TVhwgT5+PhYYpAnR/6XX35Z+fn5evHFF9WsWTPl5uaqY8eOeu655yz1ir/Lly/r008/1TfffKPvv/9erVu31oMPPqjk5GRNmzZNvr6+euONN4yOWWIcO8e4uDj5+PioZcuWstvtatCggdasWaMhQ4ZYYnyGG+8GeuWVV7R8+XJt3rxZYWFh6t+/v/z8/BQfH6+4uDh169ZNHh4eBif+8xzL9t1331VERISaN2+uEydOyNvbWykpKWrfvr2lDo6uXLmiZ555RgcOHFBgYKBGjhypsLAwffvtt/ryyy+VnZ2t1q1bGx2zxGVmZmrGjBn629/+pgEDBigmJkb33HOP+vXrpy1btigtLU1t2rQp9cvasT+9ePGi3Nzc1KtXL9WpU0cnTpxQfHy86tatq7vuusvomCXCMV7Ol19+qREjRmjXrl0KCwtT165dNWzYMD366KPy9PR0PgpS2jm2zS+99JIyMjI0YMAADRgwQH5+fnrggQc0ZMgQS3xPh2PHjunvf/+7PvzwQ1WtWlU9evSQm5ubpk2bppycHE2ZMkV+fn6WGY/ixu9Rq1Yt3X///fLx8dGWLVs0c+ZMdejQwfmYlhW+b0mjtN8Gbm5uKigo0MqVK5WYmKiEhAStXbtW06ZNs8QBocP+/fsVEhIiNzc3nT9/XnPmzFFqaqoGDBigRYsW6emnn1blypWNjlliHAcOKSkp+vDDD7VkyRIdP35cL7zwgkaMGKGOHTvKx8fHecuxFezatUtLlixRUFCQGjVqpPDwcLVr104NGjSwVGGXJC8vL0VGRurKlSvasmWLli5dqqtXr2rIkCHq3r27unfvbpm7ZFauXKlt27YpLCxMtWvX1i+//KIdO3aocePGunTpkjp16qR27dpZ5sDBZrNp1qxZSklJ0b333qtVq1YpICBA9erVU+fOnXX//ferWrVquvfee42O+qfdeLUiNTVVixYt0oYNGzR27Fht3LhRNWrUsMT3vJHNZlNWVpaOHTumNWvW6NSpU+rcubMGDhyoy5cvq3bt2pYaR8Zh/PjxSk5O1qOPPqoqVarIZrOpQoUK8vX11erVq1WnTp1Sv6wdJ93sdrsGDBigBQsWaOvWreratau6d++umjVrqkOHDkbHLBGOt1sUFxerb9++GjhwoPbs2aMdO3bo+PHj8vDwcN7pVdovCtzoiy++0KJFi1SvXj3VqlVLvr6+aty4serXr2+ZYymH8uXLa+rUqTp79qzc3d1VpUoVNWvWTDVq1FCfPn1Us2ZNyz2i5RgjZ8aMGcrOztZDDz2ke++9V6GhoerSpYvRMU2N0n6LOA6Udu3apS1btuihhx6SzWZTcnKyMjMz1a9fP+ctIFawevVqDRkyRMePH1fTpk1Vr149wrcvPwAAIABJREFU7d+/X5cuXVJKSoratm1ruWfZHRvRIUOGqE2bNmrcuLESEhI0f/58/fzzz2ratKk8PDwsUXIcLly4oMTERP3www+6fPmyCgsLVbVqVcsMgOPgOCGTnZ2t999/X3369FFISIhWrFihRYsWqXXr1pZ5lj03N1fTp0/X7t27dfz4cQUGBurRRx9VcXGxxo8fr7Nnz+q9995zLuPSvj473vO7fv16BQcH69ChQ2rbtq0uXbqkc+fOKTIyUiEhIWrUqJHRUUuEY3ktW7ZMrVq1UnJysk6dOqWTJ0+qqKhIM2bMMDhhyXNzc9N9992ne+65R3l5edq0aZNz1OmhQ4eqQYMGRkcscXl5eUpJSVFiYqI2btyokJAQ3Xnnnc6BQ729vdW3b1+jY/5pjmOr119/Xenp6erYsaN27NihhQsX6ujRo3r22WctM/L0jYPPXbx4UY888ogyMzPVunVrbdiwQQMGDLDUhZAbHTx4UBs3blRmZqY8PDwUGBhoueMMSfLw8HDehbpp0yatWLFCu3bt0tGjRzVw4EBJpX+feyObzaYxY8boypUr8vPzU1xcnIKCgtS5c2e1atXK8q/i/LMo7bfIjQdK7733no4dO6Y+ffooOjpaUVFRljto8PX11Z133qnNmzdr9uzZCgoK0quvvqrIyEh1795dnTt3tsSZwn+3Y8cOLV++XNOmTVOHDh3k4+Ojq1evav/+/crJyVGLFi1K/cbnxud/K1asqL59+yokJESrVq3S2rVr9eCDD1pu1GnHujpv3jxdvHhR06dPV6tWrXT58mVVqFBBPXv2lLe3t8EpS4abm5u6d++uM2fOaOvWrc4DxFq1amnw4MGKiYlRpUqVnKPoW4HNZlNGRobefvttnTlzRpGRkfr888/18ssvKzg42HLP0u3evVuvvfaa2rVrpx49eqhBgwaKiIjQU089JX9/f6PjlSjHAd+1a9d07do1tWnTRi1bttRPP/2kr776Sm3btrXks+wbNmzQPffcoy5duuiXX37Re++9p6NHj+rhhx+Wm5ubatWqZXTEEmGz2ZSTk6PFixcrKipKycnJ6tatm65fv67AwEB17tzZ6IglYtmyZTpz5oxq1aqlKlWqKDs7WwkJCfL391dubq6qVKliiZMwDo7jjFOnTql8+fJ6+umnVadOHS1atEhLly5Vz549LfF4loNjO5Wenq6KFSsqPDxco0ePVmFhoY4cOaKYmBjVqlXLUgXW8dtdsmSJ+vbtqy1btuiJJ55QYmKipF8HWXTMh99Hab8Fbnx+uUWLFrr33nu1detWzZ492/n8oNXOGPr6+qphw4Zq2bKlfHx8tGjRIsXHx+uuu+7SfffdZ6kRa5OSkpScnOwcZfrTTz/VL7/8omrVqmnv3r3Ky8tTmzZttGfPHj322GOl/qy/i4uLMjMz9dJLL2nGjBmaN2+eOnXqpNGjR8vHx0ft27c3OuItc/XqVcXGxqpSpUry9vbWqlWr1LJlSz3wwANGRysRN5bT+fPnq0uXLvLy8tKGDRv0ww8/qEqVKmrZsqWk0n/7pWO7XFBQoIyMDNWrV0+NGjXSDz/8oPz8fHXr1k1dunSxzK2INy5bf39/paSkaMGCBWrfvr1atGihWrVqWa6wO57rPX/+vIYNG6aPP/5Ys2bNUrVq1TR27Fg1bNjQcoOhSlJCQoKGDBmikydPqkaNGnr44YfVvHlz1atXT2FhYc7noq2iXLlyqlGjhk6ePKl9+/apTp06Wrdund5//31LnEwtLi7WvHnz1KVLF61atUrXr19Xt27d5O7urokTJyolJUXvvvuuZZ51dvxuz549q6eeekqff/659u7dq44dO+rll19WnTp11LRpU6NjlhjHIx65ubkaNGiQli9frs8//1yHDx/W+PHj9fjjjzvHfyrty/bflStXTmfOnNEbb7yhjIwMde/eXR9//LFee+01eXt7W+6EeUmz2e12u9EhrCgrK0svvfSSoqKi1LZtW125ckVjxoyRp6enZs6caXS8EnPjDywlJUUXLlyQq6ur7Ha7lixZopSUFK1bt87glCVr+PDhOnDggLp06aJBgwbpxx9/1KRJk5yvi3ruuee0fv16BQYGqrSfE8vIyJCfn5+GDRum3Nxc9erVS3v37tWqVau0fv16VahQweiIt0xOTo7c3Nw0b948zZkzR76+vgoODtYXX3xhqQNgSVq6dKnmz5+vDRs2SJIWLlyolStXasaMGQoPD7fUjnTUqFHKzs7W5s2bNX78ePXr108FBQXOMRmsUtod38MxGNv169e1aNEi2e12TZ482eh4t9TAgQMVGBiofv36affu3Vq8eLFWrlyp4OBgo6PdMnv37tXbb7+t5ORkdejQQTExMZZ5xEP6rdilpqYqLy9PwcHBKleunCZMmOB8Hefo0aONjlliioqKlJGRoSFDhigjI0MtWrTQX//6V9lsNmVnZ6tWrVqWGXzOISYmRjVr1pTdbteOHTuUk5OjBg0aaM6cOaX+4seNHPvT8ePH68KFC3rxxRe1d+9eLViwQO+//76lHp2VfvvtJiUlad++fapXr57Wr1+vNWvWKCAgQI8//rj69+9vufX5VrDOr8Bkdu/eratXr2ru3Llat26dHn/8cV29etVSo01Lv73Xee7cuVqzZo2OHTumu+66S2PHjtW0adOUl5dndMQSN2jQIMXHx2vjxo3atWuXunXrps8++0y5ubk6ePCg1qxZo7Nnz2rWrFlGR/1T5s+fL19fX/Xo0UOpqakaMmSIOnbsqGbNmmnnzp368ccfFRkZaXTMEuXYaaxatUrLly9X+fLl1bVrV23atEkZGRmqWLGiJQrdv6tRo4bS0tI0efJkDR48WOfPn9cDDzzgHKzLKoX966+/VlJSksaNG6ft27dr+/btqlChwk231Fpl+bq4uCg1NVW9e/dWSEiIpF/HpJCkRo0aqXfv3kbGu2XS09OVmZmpnj17qnHjxgoLC9PKlSuVlJRkydIeHx+v8PBw3XvvvVq2bJkmTpyouLg452uirMJxMD9y5EjVrl1bERER8vPzU5s2bfTXv/7VMqPFFxQUaOfOnapRo4a+//57jRgxQnv37tXWrVsVExPjfCuAJEsVnMuXLzvHolizZo1efvllzZ07V23btrVUYZd+3Z/m5ubq559/1n333ae6deuqbt26Wrt2rZKSkixX2h3r6axZs7Rt2zY99thjioiI0Pz58xUaGiovLy9J1tn33krW+iUYrLCwUG5ubjp79qwSEhJUVFSkmjVr6ty5cxoxYoTatWunKlWqGB2zRLm6uurKlSuaM2eO5syZo/DwcL300ktauHChPvzwQ/n6+hodscQ1btxYS5Ys0Z133qkLFy5o8eLF2rx5s2JiYtSlSxf5+/srNDS0VG+AsrKy9OGHH2rYsGFatmyZAgIC9OGHHyo4OFjJycn6+eefFRERYXTMEuUYqTc/P1/Tpk1TvXr19Msvv2ju3LmqWbOmXnjhBQUFBRkds8QVFxcrPDxcf/vb37Rs2TLFxcUpMDBQS5YscU4vzevy3r17lZqaqm7duikzM1OVKlXSZ599pkcffVT+/v5au3atHn/8caNj3hKVK1fWpk2blJaWpvT0dB0+fFhXrlzRww8/bHS0W8bf319BQUF67733ZLPZlJKSovT0dLVp08boaCUuNzdXn332mZKSktSzZ0+NGTNGwcHBGj9+vBo2bGiZO2Qc26DY2FhlZmaqU6dOevXVV5WRkaHBgwdbasTpgoICxcXFadOmTapUqZLWr1+vVq1a6f7779eSJUtUrVo1oyPeEoGBgRoyZIjOnTun69ev6+jRo7p69ar69OljdLRbwsPDQ82bN9d7772n/Px8VahQQUeOHHFe7LHKb9dxIeSTTz6Rh4eHunbtqm3btmn37t3q3LmzunbtqvDw8FJ/nHG7UNpLkONs4DPPPKPy5csrPT1dqampqlu3rubPn2+5d5Q7/PTTTwoMDFSlSpUUEBCg5557ThMnTlROTo7lXgMmyflGgI0bN+r69et6//33tXnzZqWnp6t8+fJq27at0RH/NBcXFz300EPO22hnzpypGTNmKDo6Wo0bN9aoUaMsd0LGsZP89ttv9cADD2jSpEm6cOGCli9frrVr1yo/P9/oiCXGsSNNSEjQzJkzFRgYqPvuu08TJkxQpUqV5OXlpdDQUEvcrrZp0yaFh4dr27Ztzischw8fVtu2bbV27VqNGTNGUuk/OeHgOHl86NAhbdmyRbt27VLPnj3VrVs3tWnTxjndShzraVpamrKysjRx4kS99NJLGjFihO6//369/vrrlli2/87Dw0NTpkzR7t279eGHH+rLL7+UzWbTN998Y3S0EuV4xduxY8ecY+ZER0crOztbhw4dMjpeifLy8tLo0aN18OBBXb58WcOHD9fAgQN1/fp19erVyxLHFw6ObVFKSopOnjwpf39/NWzYUEuXLtUXX3yh4cOHW+p36zjG2LNnj9asWaP+/fvrzJkzWrx4sWrVqqXx48crKCjIEvtdB1dXV+Xl5WnevHkaO3asunTpomPHjmnkyJFavny5Tp8+rQ8++MBSy/lWstae2wQ2bdqk/Px8zZ07V2+88Yby8/O1fft2dezY0ZLPl128eFEBAQHy9fXV7NmzVadOHe3cuVPh4eGWG+TIoaCgQDabTXv37lX79u3VvHlzZWRkqEePHpKscYbUy8tLb775pr755hvZbDZNmzZNXbt2VVhYmCIiInTHHXcYHbHEubi4KD09XS+++KIkKTg4WAMGDNDIkSPVvXt3y9x+Kf12u9o777wjT09PJSYm6siRI2rWrJn+8pe/OL+rFQ4cRowYIRcXFw0cOFB79+5VUFCQGjRoIA8PD/Xt29d5a7xVDhochXzYsGGqU6eO/P39NWbMGF26dElDhgyxXGF3PKKVm5urYcOGyc3NTTNmzNCkSZPk5+cnNzc3+fj4GB2zxB04cECfffaZGjdurD59+qhu3brKzMyUr6+vZU643chms6lbt26aNWuW6tWrJ29vby1cuFDvv/++0dFKjOPEob+/v0aPHq3w8HCNGjXK+eqv5cuXG5yw5KSnpzuPEZ9++mnl5OQoPT1dTz75pN577z1JstxdBY7jwoMHD+qrr75Sp06d9Oabb2rUqFEqV66c80KIVfZF0q/rdFFRkcLCwvTRRx+patWq8vPzU7Vq1fT0009rxowZSkxMtOQAobcCo8eXsJycHOXk5Oj7779XWFiYWrZsKW9vbz3//PNGRytRjo3KiBEj5O3trSZNmmjr1q06ffq07r77br3xxhuWOzh0uOOOO5Samqq3335bX331ldavX6/Bgwerdu3alrla5/DEE09o2LBhunz5shYtWqQjR46od+/ezmeQrMbDw0P9+/dXcXGxFixYoC1btqhixYpq3ry50dFKjGO04e+++07Xrl3TuHHjNHToUGVmZurjjz9WmzZtVLNmTaNjlhhXV1e5uLgoMjJS4eHhOn78uBITE9WpUyc99dRTcnNzu+mNH1awbNkyJSYmaunSpYqMjFR6erquXLmidu3alfoTir/HZrPpzTffVHp6uiZOnKjKlSs7B2KrUaOG0fFuiX79+ikoKEjt27dXRkaGDhw4oO7duys0NFSSLPHGFsfv8tKlS9q5c6dq166tmJgY+fr66ptvvlHbtm2dJ8tLuxtHUJ8zZ45SUlJ0991368UXX1STJk3Upk0bPfDAA5a4KCBJQ4cO1cGDB/Xjjz/Ky8tLixYtUlhYmGbOnKn69evr3nvvNTpiibpxlP+IiAgVFBTo3Xff1d133626deuqfPnyznmtsHwdv1273S53d3d5eXkpMTFRCxcu1Lp16xQcHKzmzZtr/fr1euWVV4yOW2pYs1UZqH79+goICNC2bdv0j3/8Qz///LOlzgRLv11JXr9+vQ4dOqS33npLQUFB6tixo3JychQUFGSJjY6Do4jn5+fr+++/V1JSksLCwvTBBx/o0KFDqlWrlvOZOisd+EtyDtw0evRode3a1TkqvpXc+Jqow4cPKzU1VTExMYqKilL//v11+vRpoyOWKBcXFxUXF+uf//yn9u3bJ7vdrtdff11Dhw5Vnz59FBAQYHTEWyIgIECPPPKImjRpolWrVunvf/+7du7cqdmzZ1vi/b83HswHBgaquLhYycnJqlWrllxdXXXp0iXLbZ+kXw9w8/PzdfnyZdWsWVNhYWGy2Wxyd3fXiRMnLHXCzSExMVHFxcUaN26cKlWqpPj4eC1btkyPPPKIc/tshX2wY30dPny47rzzTp08eVIZGRm666679M4778hKLz9y3BUxYcIEpaamqrCwUIcPH1ZERIT69etnmdeMStLFixfl7++vffv2KSsrS/Xr11e5cuXUtWtXxcXFKTk52eiIJc7FxUXXrl3T22+/rfDwcIWEhKhZs2ZasWKFmjVrZrm7gRzr84wZM/TLL7+offv2Gjx4sPLy8uTn56fvvvtOEydO1MiRIw1OWrpQ2m+BkJAQtW3bVqmpqQoJCblpZGIrcBwMHDhwwPlKkgkTJqhp06aW2/BIv5X2119/Xfv27ZPNZlNRUZGefPJJDR8+3DmfVc6A/0/q1KmjOnXqGB2jRDkGn5Ok559/XtnZ2SouLtaSJUs0b9485yvQrMKxLmdnZ+utt97S+vXrtWDBAm3fvl3PPPOMoqOjLb0eu7i4qFq1ahoyZIiCgoL06quv6sKFC5Yo7Q4rVqxQ1apVZbPZFBUVpZo1a+rChQv66KOPjI52y7i7u+vBBx/U7Nmz9cILL+iOO+7Q6dOn9eCDDxodrcQ5rlwVFhZqzpw56tOnj86cOaNy5cpZ7oSqzWbT9u3b9dNPP+m1117T008/rbCwMO3bt0+dO3e2zLgqjhPHR44cUdWqVTVp0iR5eHho8eLF+vTTT9W4cWNLvckjODhYU6ZMUUJCgj799FNt375dffv2VXh4uFxdXfXUU08ZHfGW+OGHH7R9+3YlJibq2rVrSk1NlfTrwL/vv/++ZV6h61ifly9frmXLlqly5cpav369unXrpkaNGqlWrVrKz89Xs2bN9Nhjjxkdt1Th9vhbxNvbW/fff78aNGhgdJQSdeOttVWqVFGrVq2UlJSkJUuW6PDhw3rwwQct9Rxdfn6+ypUrp5SUFE2aNElxcXHq0KGDTp/+f+3daVhV1/X48e9lVECcoggKehWwihOhokYRJ6AoDqixUYNBRK1jrDVODzFWk2qJqT4aDamzhACpYx4HEBTFiSCmAqKCggMtEgEnRhnu/b/oc2+1+TVt/0GPHtbnNS/W5e579l5nr732HfLy8vDz8zOWIaphMm2INBoNu3fvJj09nf3799OtWzdSUlLQ6XR4enqqKonVaDTcvn3buPj18fHBx8eHvLw8Hj58yLBhw1TzWX+KYQfP2tqaMWPGKBzNz2coRbx27RoLFizg97//PQEBAVhbW+Po6MicOXNwc3NTOsx6VVtbi4mJCfn5+eTl5Rn7bNy9e5eKigpCQkJUd3US/KMPhY2NDT169GDnzp1ER0fz+PFjPvzwQxwcHFRx1KOoqIjKykqsrKy4efMmycnJXL9+HXd3d/z8/Dh16hTTpk1TOsx6Y/i+5s6dS1JSElVVVfj4+DBgwAAGDhxovPlADXORYXxmZmYC/zjPbmdnx9WrV7lw4QLz589X1flmw3em0+mwsbEhJCSEMWPGMGnSJPr370+7du1ITU3F3d1dNb2CDON55cqVTJ8+nS5dumBmZsa3335LWVkZkyZNQqvVqm4T6GWQnXbxPzExMTF25x00aBAff/wxPXv2ZO/evdTU1GBubq50iPXm4cOHREZGMnToUIqLi+nUqRMWFhY4OjoyYsQINmzYgE6nU9VnbmgMC6DS0lJat25tvIalZ8+e/P3vf3/ub9TAUFlgYWHB7373O3x8fAgKCuIPf/gD1tbWAKprYPXvuLm5GXevXneG72vz5s00a9aMpKQkhgwZwvTp0xWO7MUx9EyZPXs2eXl5ODs7M2fOHGPDTDUqLCzk2LFjeHl5MXToUHx9fbly5QparRYHB4fnKodeZ5MnT2bx4sV0796dtm3bMmnSJDp27EhaWhrh4eHMmTNH6RBfiM8//5y9e/eyZcsWMjIyCAkJee46SjXMRYbxGRMTw8GDB/H19WXlypUMGTKEvXv3EhAQoHCE9cvwna1atYqMjAxjX6BVq1bRp08f+vTpw+eff05paanCkdYPQzVfUVER3t7eFBQUkJaWxooVK3j06BGhoaEAqrzF5GWQnXbxP9HpdFhaWtK1a1diY2Opqqpi6NChvPnmm3h5ealiwWBw+PBhwsPDKSgoQK/Xk5CQQGJiIvn5+Xz11VeMGDGCt956SxU7Gw2RoWqkqKiIuro6oqKiiI+P5/bt2+zbt48VK1YYz/S/7gxj9OHDh7Rp04YJEybg7OxMVFQUkZGRDBw4ECcnJ0B9fRl+ilo+q06no7a2ltTUVG7cuMGVK1eorKykcePGqiuZhn+OZ8PzePny5RQUFPDFF19w6dIlfH19ady4sdJh1rtVq1aRlpZGTU0N7du3p127djg5ORnLxNWQ1AF4eHjQvXt3Bg8ezNOnT/H398fOzo7Hjx/Tr18/JkyYoHSI9cIwB1VXV3P16lWuXbtGly5dCA4O5syZM2RnZxMYGKh0mPXm2WZsffv2RavVEhcXx5/+9Cdqa2uZO3euwhHWL8Mu+759+4iJieH999/H09OTXbt24ezsjFarpaKiAo1Go5r76DUaDQ8ePGDNmjUsWrSIdu3acfDgQWJiYmjSpImxKbda5t6XTZJ28V8xPGxv3rxJTk4OzZs3p6SkhAsXLtCxY0fat2+PiYmJahYN8I+dOG9vb6Kjo0lJScHU1JTy8nIePHjAxIkTmTlzJqCOLr0NjV6vN5boBQUFkZGRwfjx47ly5QrV1dXMnTsXLy8vpcOsN4YJMigoiLi4OHr06MEvf/lLGjVqZOy0LV5fGo0GU1NThgwZwoABA7h+/TrR0dEAeHt7Kxxd/TMxMaGiooKlS5dib29PaGgo/v7+dOvWjaqqKmNjULVxc3PD1NSU+Ph4srOzKS4uxtXVFQsLC6VDqzd1dXXY2dlRVVVFy5YtiY2NJSEhgebNm+Pl5aWq57Ihqfv444/Zvn07J06cIDU1la5duxoroSwsLFSxMWCYc8vLy1m3bh12dnZ4e3vTu3dvMjMzqa6uVtUu+7NHGaKioujYsSMzZsygR48eXL58Gb1eT9++fbGwsKBfv34KR1u/iouLWb9+PVlZWQwZMoT27dvTtGlTPvjgA5o0aaKK8awUSdrFf8Xw8Fm9ejWfffYZly9fpqioiKysLHJycpgwYYKqEtfq6mpMTU2Ji4vDzMyMgQMHUlBQQFlZGd7e3kydOpXGjRur7oq3hqC4uJiVK1fSo0cPdu/eTefOnXF1deXAgQOUlZUxevRoVY1nwwu3/Px8KisrycrKYteuXRQUFHDgwAFmzpyJo6OjTKSvoevXrxt30mtrawFo1aoVw4cPx8nJib59+6qmWsTgwoULODo6kpuby8WLF0lOTiYtLQ2tVkufPn0YNGiQ0iG+EOnp6WRmZhIQEICPjw8JCQnk5OSo6oWbTqfD1NSUzMxMxo0bx507d4zd/w0NrdTSp8CQxF6/fp1PPvmEyMhIBg8eTGpqKvfu3cPPzw8zMzM0Go0qnsuG+fTo0aPs2bOHq1evUlhYSLt27Th37hxr165VVSPjnJwcnj59Snx8PH/72984duwYnTt3prCwkN27dzNx4kQ6duxo7M3xujOsH4qLi6mtraVz587k5uZSUVHBuHHj6N+/P02aNDGOe/H/R5J28R89W9LUoUMHFi1aRKdOnfDw8MDR0ZHRo0fToUMHZYOsZ6amppSVlbFw4UKmTp3K5MmTGTZsGKdPn8bJycm4k6OWxK4hycrKYtOmTURHR1NTU8Pw4cOZMmUK/v7+ZGVl0aVLF7p37650mPVGo9FQWlrK2rVrWbhwIQMGDKC6uporV67Qo0cPgoODASlXe92cPHmSoKAgCgoK6Nq1K02bNkWj0RgXga6urqpL2A8ePMi+ffvo168fFhYWTJgwAXt7ezIyMti0aROOjo6q6VPwrI0bNxIdHU1ycjIbN27E39+fhQsX4uXlpaqdK8N8unPnTjp27MgvfvELEhMTARg2bBhz5sxRTQ8Zw2c9f/48N27cIDg4mPbt29O4cWNOnz7NmDFjVHPm1zA+CwoKePz4MU5OTpSUlJCenm7sjq+mYwAA3333HZMnTyYpKYl58+Zha2vLmjVryM7Opk+fPsaz3Wr43cI/P8e0adP44osvKCkpISUlhVOnTqHRaPD09ARkzfxzSdIuftKzd5Rv2LCBCxcucPr0aXx8fOjVqxd9+/ZVXcIO/2zYlZqaSlJSEg4ODtTU1HD58mWWL1+OjY3Ncy8zxOujbdu2BAYGYmlpyYULF0hOTsbBwYFevXoxatQo1d34UFdXR2FhIZ988gm5ubmMGjWK/v37M27cOIYMGYKpqalqFv0Nia2tLVqtlm+++YaYmBgAunTpgqWlpSq6TP+r4uJidu3axbx589i3bx/z5s0DYMqUKXh7e9OkSRPGjh2rqlJxgMrKSpYvX86nn35KRkYGzs7O3Lp1i9atW+Pi4gKoY+FvGLPHjx/nyJEj/OpXv+K9997D39+f1NRU+vTpg7u7u9Jh1gvD8/bp06c0b96cw4cPc/z4cQoKCvj666/x8fGhX79+qlljGMbnpEmTePr0KW3btqW8vJyKigpWrVrFxIkTVdUPCcDV1ZX4+HgqKys5f/48Pj4+DB48mCZNmrBkyRLMzMxUM+8+O071ej03btzAxcUFT09P7ty5g6+vL127dlXlvPSySdIu/iONRsOyZcsoKSmhvLycs2fPYmVlRfv2XMguAAANBUlEQVT27VVVzvQsQ0mavb09ly9fJjIykri4ON566y2GDx8uZfGvOWtrazw8PBgwYAD3799ny5YtxMfHExAQgKWlpdLh1QvDgkCv19OiRQu6devGmTNnMDExwd3dHTMzM2MfChnLrxedToe1tTWlpaUUFhai0+lISEjg5MmT2NjYqPIqnatXrxIREcGhQ4fQarX4+/tz4MABtm3bhoODA8HBwapL2AHMzc1JTU3l6NGj5Ofns2TJEjZu3Mi7775LixYtlA6v3hgW82fPnuXIkSOkpaVhb2+Pu7u76l6mGp63oaGhfPPNN7i6umJpacm1a9fo3bs3ixYtMv6tWpKckydPcvjwYZYtW8bSpUtp1aoVtbW1TJo0yXhzidqMGjWKwMBAzMzM2Lx5M4mJiTg7O+Pr6wuo42Ub/GOM6vV6Dhw4gJ2dHYWFhdy+fZu5c+fy/vvvP1e5qJbxrBSNXq/XKx2EeLWVl5czdepUgoKC2L59O97e3ly6dIl33nlHVY1D/p2HDx+SnZ2NlZUV3bp1w8TERJJ2FamuriY5OZlLly6xZMkSpcOpd2FhYej1egYNGsT27du5fPkya9asUV05YkM0cuRIRo4cSXBwMMnJySxevJhGjRpx7tw5VS6O7t+/T2xsLJGRkdja2vLrX/+ae/fucfnyZfbv3690ePXu7t27xMXFceLECbKysrC2tsbR0REXFxfWrFmjynmorq6O3Nxc/vznP3Ps2DE6depEVFSUsUP+685wpebevXs5cOAAo0aN4vjx4xQXF7N582batWv33N+pxalTpwgLC6NTp0507dqVzp07ExERQVxcnNKhvXA6nY78/HyuXr2Kj48PZmZmqvvtXrhwgalTp+Lh4YG5uTkpKSmYm5uTmJioumNaSpKkXfxX1q5dS2RkJC1btmTWrFn88Y9/JDExUZXXCYmGSU2lW4Y7UDMzM9m6dSt5eXloNBocHBw4ffo0dnZ27NixQ7X3WTcEFRUVzJ07Fzs7OxYsWICtrS1Lly5l2rRp9OjRQ+nwXhidTseNGzfYvn07R48epWPHjnz55ZfY29srHVq9mzx5MsXFxdy5cweAfv36MXr0aPz9/bG0tFTdwv9Zan6Z+uDBA2bNmoW/vz/BwcHo9Xr8/PyYOHEiU6dOVTq8F6KyspJvv/2WN954g9OnT5OUlMTy5ctVe9PDT1HLWsPwYqmyspIHDx7g4OBAeno6ZWVlXLx4kerqatX9dpUmSbv4P9XU1GBubs6TJ0+oqqrC2tqaFStWcPz4cXr16sXgwYMJCQlROkwhxL94diE/adIk7ty5w/Dhw2nVqhXu7u5YWVnx29/+lgEDBhAWFqbaRb8a/etiLyYmhpUrV9K1a1eqq6vR6/UcOXJEwQhfHkNS9/3337N48WKlw6l3t27dYtOmTYSGhqLT6YiIiCAxMZHIyEh69+6tmoX/f6LGz3nixAmWLVuGXq9nzpw5NG/enK1bt7J+/XpcXFxU+ZkNHj9+THx8PI0bN2bkyJFKhyN+BsM4XbJkCba2tnh4eNCuXbsfHWVRW9WIkiRpFz9i2KUD+M1vfkNGRgaenp6sXr0avV6PpaWlas79CqE2y5cvZ/z48dy9e5d9+/YREBDArl27qK2txd3dnfDwcObOnYuVlRXh4eFKhyv+B4YXMqdOnSInJ4dx48ZRVFTEnj17cHJyws/PD61Wq3SYL5VaE5xly5Zx7tw53n77bWPTvRMnTjB06FCFIxM/V21tLdnZ2Xz11VfG8vDp06cze/ZshSMT4r9jmIvOnDnDokWLWLduHevXr+fWrVsMHz6cjz76CHNzc1U+m5UkjejEj2zevJmqqipSUlJISUlh5MiRnD9/nnXr1vH48WN8fHxUu1AS4nVWUlLC9u3b2b59O7m5ufTt25cZM2YwefJk7t27R3l5Ob6+vlRWVhIaGqrKxl1qZVgk5eXlERISwl//+lciIiJo0aIFixYtok+fPjRv3lzpMF86Nc5Df/nLXzh27Bju7u7ExsaSnJxMmzZtjHfQy/z7ejMxMaF169Z4eXnh5ubGo0ePiI2NJSMjA19fX9Vc9SbUy/D8iY6OpqSkhMrKSqysrPDx8eHGjRuMHTtWnlEvgOy0i+fk5eUxffp0bG1tsbKyYuDAgcycOZMffviBHTt2kJ+fz5YtW5QOUwjxb5SXl5OQkMDu3bvJyclh9uzZTJs2jUaNGhnL1KqrqyVhf0199tlnaDQaxo0bR0JCgvF5fP78eRo1aqRwdOLnMpx3HjlyJO+++y6pqamsXr2atm3bEhERoXR44gV49OgRBw4cIC8vj9WrVysdjhA/yXB89vHjx+Tk5LBx40Y6dOhAr1692LVrFxMmTCAoKEjVPTeUIkm7+JG7d++ydetW0tPTKSoqIjQ0lICAAOzs7Hj69KmUxgvxitPr9cZO21FRUVRVVfH111/j5uamdGjiZ/j+++9ZunQpjo6OrFq1irZt25KZmcmDBw/w9vZWOjxRDwznnTUaDWFhYcZzv2VlZdjY2Mj5UJXS6/XU1dXJLrt4LZSXlzNv3jw+/fRTWrZsyXfffce+ffuorq5mw4YNSoenWlIeL4xqamowNTWlrq6OnJwcnjx5glarJS0tjbi4OFxdXY3XkQghXl0ajQYbGxt69+7NwIEDqampITAwUBb7r7lHjx5x584dMjMzycrKorS0lP79++Ps7Kx0aKKeODk54eXlRWlpKREREcTGxuLr60uLFi3QaDSyc6VS8t2K10FsbCzNmzenvLycqKgo3nzzTQCaNm2Ks7MzkydPxsTEhLq6OhnPL4DstIsfGTlyJPb29ixcuJC6ujpmzpxJ586d2bRpE1ZWVkqHJ4T4HxnK1GSX7vVj+M7y8/Opra1Fq9Vy/vx5tm3bRnp6Ojt27KBnz55Khynq2dOnTzl//jyxsbFs3LhRjrMIIRSVlJTEwoUL6devH97e3kRERBiP25WXlxMYGEhYWJjSYaqaJO3iORkZGSxYsID9+/fTrFkzTp48SUxMDGFhYTg5OSkdnhBCNBiGly2PHj1i4sSJVFRUoNVqWbx4Ma6urpw9e9bYnEyok6H/hLxwE0IoxXCrVHx8PHv27OHJkycUFRXRtGlT1q1bx4MHD/Dw8MDGxkbOsr9A8l8Vz7Gzs8PU1JTVq1eTm5tLbm4uN2/elIRdCCFeMkP33bCwMFxcXPDz8yM/P58pU6Ywffp03nrrLYUjFC+aYYddEnYhhFLCw8Px8/Ojbdu27Ny5k8DAQJo2bUpNTQ2HDh3C09MTGxsb9Hq9JOwvkPxnxXPs7OyYMWMGeXl5jB07lr179/Lhhx8qHZYQQjQ4Go2GJ0+e8OTJE/z8/CgpKWH+/Pl07tyZXr16Scm0EEKIF6qurg4XFxfatGlDcHAwK1asYNSoUURFReHp6UlWVhaNGzcG1HkF56tEyuPF/yk/P5979+7RrFkzXF1dlQ5HCCEajOLiYsLDw5k9ezYdOnTg0qVLXL9+nbi4OLy8vNi1axcJCQlYW1srHaoQQogG4NatW5w8eZJDhw5x//59QkJCCA0NpbS0lKZNm8oRnpdAknYhhBDiFXLx4kVmzZqFqakp7733Hu+88w5WVlbMnz+fGzduEBQUREhIiNJhCiGEULFnz6dXV1dTUVFBVlYW586dY8+ePQwfPpzw8HCFo2w4JGkXQgghXjH3798nJiaG3bt388Ybb/DBBx+g1WoxNzeXHiNCCCFeOEPSvnXrVk6dOkV2djYTJ04kJCSES5cu4ebmhr29vTSfe0kkaRdCCCFeQTqdjps3b/Lll19y9OhRevbsybZt27CxsVE6NCGEECpmSMQzMjIICgrio48+4tGjR4SHh7N69WrefvttpUNscMyUDkAIIYQQP2ZiYoKrqytr1qzB39+ftLQ0SdiFEEK8cIad8/j4eDw8PBg7diwABQUFZGVlMX78eGk895JJLYMQQgjxCrOwsGDYsGEsWbJE6VCEEEKoXF1dHQB5eXm4ublx//59Dh48SHp6OikpKTg4OKDRaJBi7ZdLyuOFEEIIIYQQQhiNGTOGoqIiGjVqxA8//IC9vT2Ojo7s2LEDAL1eL7vtL5Ek7UIIIYQQQgjRwD2biGdnZxMeHs6IESPQarVYW1vTpk0bbG1t5Yo3BUh5vBBCCCGEEEI0YDqdDo1GQ1lZGSdOnMDR0RFXV1dWrlxJSUkJrq6uNGnSBEASdgVI0i6EEEIIIYQQDZih+dyWLVtYtGgRgwcP5v79+1RXVxMeHk5ZWZmUwytIyuOFEEIIIYQQQlBRUUFhYSF3797l+vXrmJiYYGZmRkhIiNzJriBJ2oUQQgghhBBC/CRJ2pUjSbsQQgghhBBCCPGKklclQgghhBBCCCHEK0qSdiGEEEIIIYQQ4hUlSbsQQgghhBBCCPGKkqRdCCGEEEIIIYR4RUnSLoQQQgghhBBCvKL+H1tni5q9xGGcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 960x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-whitegrid')\n",
    "sns.set_style(\"white\")\n",
    "\n",
    "fig = plt.figure(figsize=(16,10),dpi=60)\n",
    "ax = fig.add_axes((0,0,1,1))\n",
    "\n",
    "# get color list\n",
    "random.seed(100)\n",
    "n = len(df.manufacturer.unique())\n",
    "colors = random.choices(list(plt.cm.colors.cnames.keys()), k=n)\n",
    "\n",
    "# draw bar\n",
    "ax.bar(x=df.index, height=df.counts, \n",
    "       color=colors,\n",
    "      width = 0.6)\n",
    "\n",
    "# add text\n",
    "for x,y in zip(df.index,df.counts):\n",
    "    ax.text(x,y,s=round(float(y),1),\n",
    "           ha='center',va='bottom',\n",
    "           fontsize=12)\n",
    "\n",
    "# set tick\n",
    "ax.xaxis.set_ticks(df.index)\n",
    "ax.xaxis.set_ticklabels(df.manufacturer.tolist(),\n",
    "                        fontsize=12,fontweight='semibold',\n",
    "                        rotation=60,ha='right')\n",
    "\n",
    "\n",
    "# set title\n",
    "ax.set_title(\"Number of Vehicles by Manaufacturers\", fontsize=22)\n",
    "\n",
    "# set ylabel\n",
    "ax.set_ylabel('# Vehicles',fontsize=22)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
